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300, - 306 + 210, + 220 ] ] - }, + } + ] + }, + { + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ { - "filename": "docs/source/ja/tasks_explained.md", + "filename": "src/transformers/models/whisper/generation_whisper.py", "left_ranges": [ [ - 31, - 37 - ], - [ - 59, - 71 - ], - [ - 104, - 110 + 1937, + 1943 ] ], "right_ranges": [ [ - 16, - 22 - ], - [ - 31, - 37 - ], - [ - 59, - 71 - ], - [ - 104, - 110 - ], - [ - 165, - 171 - ], - [ - 205, - 211 + 1937, + 1943 ] ] } @@ -6594,17 +3950,291 @@ "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-46894-8", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -6627,25 +4257,20 @@ "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-43451-14", + "cluster_id": "cluster-43451-9", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ 46376, 46509, - 46658, - 47034, - 47096, + 46836, 47143, 47163, 47181, 47198, - 47210, - 47216, - 47243, - 47255 + 47292 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-14 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-9 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -6673,6 +4298,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -6701,24 +4335,22 @@ "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-46159-4", + "cluster_id": "cluster-46159-3", "canonical_pr_number": 46174, "duplicate_pr_numbers": [ - 46780, - 47234 + 46780 ], "target_issue_number": 46159, - "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, { - "cluster_id": "cluster-46305-4", + "cluster_id": "cluster-46305-3", "canonical_pr_number": 47162, "duplicate_pr_numbers": [ - 46310, - 47231 + 46310 ], "target_issue_number": 46305, - "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + "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", @@ -6729,16 +4361,6 @@ "target_issue_number": 46693, "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46821-4", - "canonical_pr_number": 46834, - "duplicate_pr_numbers": [ - 47223, - 47229 - ], - "target_issue_number": 46821, - "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -6749,25 +4371,15 @@ "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-46894-8", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958, - 47090, - 47235 + 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-8 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, - "duplicate_pr_numbers": [ - 47078 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47122-3", @@ -6796,27 +4408,18 @@ ], "target_issue_number": null, "reason": "PRs in cluster-47175-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47205-3", - "canonical_pr_number": 47218, - "duplicate_pr_numbers": [ - 47260 - ], - "target_issue_number": 47205, - "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-8", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 13 inbound references.", - "score": 195.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 172.0 }, "best_pr": { - "cluster_id": "cluster-43451-14", - "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1213.678 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7170b20aafc88499d49b4145aeed2795fffa6126..b7c8c9c23975435c3ad927da5934810e612bfb98 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": "20260713T060023Z", - "generated_at": "2026-07-13T06:13:46Z", + "snapshot_id": "20260713T120047Z", + "generated_at": "2026-07-13T12:14:31Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,7 +10,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 1, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -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", @@ -106,8 +106,8 @@ "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "issue:44292|issue:45237", + "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", @@ -131,412 +131,298 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "86314cfc079fd9ee5b689b58092b7047b6d20e44b234cb656467477af6f65ac7", + "prepared_review_unit_hash": "1e902f930c01f71c0c758fd5141e3817f5d0d2c210082cc1e0948c9defd3c133", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46262, - "estimated_input_tokens": 11566, - "estimated_eval_tokens": 23388 + "serialized_chars": 46283, + "estimated_input_tokens": 11571, + "estimated_eval_tokens": 23398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated closed issues: model-specific runtime errors, distributed-training/ZeRO/FSDP failures, compatibility complaints, and a couple of docs cleanup reports. Only one clear duplicate pair stands out from the titles alone.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the broadest, most canonical report of the ZeRO-3 \"index 0 is out of bounds\" BERT failure; issue:43638 appears to be the same bug with a more specific non-pretrained BERT reproduction.", + "summary": "This cluster is mostly a loose similarity bucket with several unrelated issue families. I found a few true duplicate pairs (docs cleanup, Deepspeed ZeRO-3 BERT IndexErrors, torch version incompatibility, and Qwen3.5 MoE rotary embedding materialization), but most other pairs are only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it spans unrelated bugs and docs regressions; the strongest duplicate subgroups are small and topic-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue for the only strong duplicate set in this cluster, with the clearest general wording of the underlying failure.", + "best_issue_reason": "If one issue must be chosen as the best representative, issue:44509 is the cleanest narrowly scoped example of a real duplicate subcluster (paired with 44512) and is easier to canonicalize than the broader, more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model families and failure modes: missing config attribute vs streaming chat/completions error." + "reason": "Different failures: config attribute missing vs streaming chat/completions runtime error; same model family is not enough." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are MoE/GPU-related, but the concrete errors and code paths differ (AMD GPU failure vs MPS histogram unsupported for Int)." + "reason": "Different backends and symptoms: AMD GPU support vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different symptoms and subsystems: image preprocessor dtype mismatch vs GPT-OSS running on AMD GPUs." + "reason": "Different code paths: multimodal dtype mismatch vs GPU backend failure on GPT-OSS." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention dtype/runtime problems, but they affect different models and different execution paths." + "reason": "Both are dtype/backend issues, but they affect different models and mechanisms." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated failures: AMD GPU model support vs a broken official Nemotron example." + "reason": "Unrelated model/runtime failures; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Same broad MoE area, but not the same bug; one is an AMD device issue, the other is an invalid method call." + "reason": "GPT-OSS GPU failure is not the same as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different problems: DeepSpeed collective mismatch vs ONNX export failure." + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but the titles point to different bugs and code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + "reason": "ONNX export issue vs device-mapping CUDA assert are not the same problem." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different docs/user-facing topics: table QA crashes vs outdated RAG examples." + "reason": "Table QA crash and RAG examples docs are different topics." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export regression is unrelated to the GenerationMixin import error." + "reason": "ONNX export and GenerationMixin import breakage are unrelated." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanups for v5 removals, but they cover different removed references and are not the same underlying issue." + "accept": true, + "reason": "Both report v5 docs still referencing removed user-facing features; same docs cleanup change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different features and failures: Qwen3.5 embedding unpacking vs resuming training with trust_remote_code." + "reason": "TRL SFT embedding unpacking and training resume/trust-remote-code are separate training issues." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training remote-code issue is unrelated to multi-GPU YOLO device-map failure." + "reason": "Resume/trust-remote-code failure is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different error classes: generic mask/index shape mismatch vs Gemma4 PLE device mismatch." + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different forward-pass failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but one is ZeRO-3 BERT loading and the other is a mask/tensor shape mismatch." + "reason": "Both are shape-related errors, but one is ZeRO-3 init with BERT and the other is a masking/indexing mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different domains: ZeRO-3 BERT initialization vs remote-code resume training." + "reason": "Deepspeed ZeRO-3 Bert init issue is unrelated to resuming locally downloaded remote-code training." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Shared IndexError wording only; the underlying bug and trigger are different." + "reason": "Both mention IndexError, but the underlying triggers differ; not enough evidence they are the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + "reason": "Mask/index mismatch is not the same as Qwen3.5 video token/feature mismatch." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:44805", + "right": "issue:45161", "accept": false, - "reason": "Remote-code training resume and Nemotron example breakage are separate issues." + "reason": "Different failures: generic indexing error vs GPT-OSS tensor-parallel issue." }, { - "left": "issue:44805", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Generic shape mismatch vs GPT-OSS MoE tensor-parallel failure are different bugs." + "reason": "Training resume problem and broken Nemotron example are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video embedding StopIteration and remote-code resume training are unrelated." + "reason": "Video StopIteration in Qwen3-vl embedding path is unrelated to training resume with remote code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the concrete failures differ (collective mismatch vs BERT ZeRO-3 index error)." + "reason": "Different Deepspeed-related failures: collective mismatch vs BERT ZeRO-3 zero-sized parameter error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 BERT loading failure with the same index-0-out-of-bounds symptom; one is just a more specific reproduction." + "reason": "Both are the same ZeRO-3/BERT zero-sized tensor IndexError family and plausibly one fix." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS MoE tensor-parallel failure are different code paths." + "reason": "Liger kernel cross-entropy issue and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different model/output problems: detokenization bug vs LoRA merge/save output mismatch." + "reason": "Detokenization regression and LoRA merge/save mismatch are not the same bug." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save inconsistency." + "reason": "Qwen3 NVFP4 runtime error and LoRA reload inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code config_class AttributeError." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different areas." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a collective mismatch." + "reason": "Both involve DeepSpeed, but one is a 2-D weight error and the other is a collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and failures: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map issue." + "reason": "Mistral multimodal dtype mismatch is unrelated to YOLO device-map auto failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation error is not the same as a mask shape mismatch." + "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a generic mask shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error in MoE is unrelated to YOLO multi-GPU device mapping." + "reason": "MPS MoE histogram error is unrelated to YOLO multi-GPU device-map auto." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Both involve Qwen3.5 MoE rotary embedding, but the trigger and failure mode differ (CPU offload vs uninitialized memory after materialization)." + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE rotary embedding state/materialization bug around CPU offload/meta-to-empty handling." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing/FSDP tensor recomputation bug is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "FSDP activation checkpointing mismatch and CustomTrainer compute_loss signature change 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": "ZeRO-3 Bert zero-sized tensor issue and GPT-OSS TP issue are different failures." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and distinct distributed-training failures." + "reason": "Same broad DeepSpeed/TP area, but not the same concrete bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different bugs: dtype mismatch in Mistral-3 preprocessing vs invalid method call in GraniteMoEHybrid." + "reason": "Multimodal dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Different model behaviors: expensive reverse embedding lookup vs video feature/token count mismatch." + "reason": "Qwen3 NVFP4 failure and AMD GPU support failure are different model/backend problems." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is not the same as GPT-OSS AMD GPU failure." + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video chat template mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "vLLM sliding_window_pattern error is unrelated to the Mistral regex patch crash." + "reason": "Gemma3TextConfig sliding-window attr error and Mistral regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both are torch compatibility complaints, but the titles are too generic to confirm the same concrete bug." + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility complaint, with only wording differences." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE is unrelated to the reverse embedding lookup regression." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Checkpointing/FSDP recomputation error is unrelated to Qwen3 auto device mapping on A800." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen NVFP4 runtime error are different problems." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to Mistral-3 image-preprocessor dtype mismatch." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and errors: autocast dtype mismatch vs Qwen NVFP4 runtime failure." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to the MoE MPS histogram Int error." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram unsupported are different bugs." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen-related failures: NVFP4 runtime error vs embedding unpacking with TRL SFT trainer." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and distinct failures." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking bug is unrelated to GPT-OSS MoE tensor-parallel support." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy routing and TRL embedding unpacking are separate issues." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3-related IndexErrors, but they affect different models and likely different root causes." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Different docs removals: pipeline task references vs transformers run command references." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger Kernel cross-entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature breakage are different failures." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are not the same issue." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger Kernel cross-entropy routing bug is unrelated to a generic mask/tensor shape mismatch." + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet. The canonical/representative choice of issue:43596 over issue:43638 is supported by the nearly identical ZeRO-3 BERT IndexError titles, and the cluster summary stays conservative by describing the rest as mostly unrelated or loosely related issues. The soft-edge verdicts also look appropriately cautious overall, with no obvious overclaiming." + "feedback": "The summary is well grounded in the packet and stays conservative. The accepted duplicate pairs are plausible from the titles, and the rejected pairs avoid over-merging mostly related-but-distinct bugs. No mergeability issues since there are no PR pairs." }, "evaluator_used": true, "retried": false, @@ -549,7 +435,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 2, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -623,8 +509,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:44292|issue:46015", + "issue:43866|issue:44863", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -649,259 +535,289 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "dd3bc620272221225040adf1a90088b333ce126a3a9fd9e17fb362f4f0918a32", + "prepared_review_unit_hash": "b570723c78ae49257dff06aa0ca952e6b4df773b3b99ca5af6021b35ff326b8e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39735, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The strongest canonical issue remains the broad AutoTokenizer v5 regression (45920), with 45812 as a narrower duplicate. I corrected the overreach on 41093 \u2194 43638: those reports describe different failure contexts and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the best umbrella issue: it describes the broad AutoTokenizer token-ID regression across multiple models and subsumes the narrower Granite-specific report in 45812.", + "summary": "This cluster is mostly heterogeneous: version-regression reports, model-specific loading bugs, device/quantization issues, and a few docs-only problems. Only one soft pair looks like a true duplicate family: the AutoTokenizer wrong-token-id regression across model families.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the best issue anchor because it captures the broad v5 AutoTokenizer token-ID regression across multiple model families; issue:45812 appears to be the narrower Granite-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest representative of the cluster\u2019s recurring regression pattern and has the broadest, most reusable description among the issues here.", + "best_issue_reason": "issue:45920 is the strongest representative of the only clear duplicate family in this set and has the broadest scope among those near-overlaps.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different failures: torch/transformers version incompatibility vs USE_DISTRIBUTED=0 support regression." + "reason": "Both are release-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0; different failures and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different code paths: vLLM model load failure vs distributed-disabled PyTorch support break." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the PyTorch distributed-support regression in 46304." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but for different models and different root causes." + "reason": "Checkpoint corruption for Ovis2 is a different problem from Sam3 text-encoder weights not being loaded." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated symptoms: Gemma3/vLLM config attribute error vs Qwen3 auto device-map cuda assert." + "reason": "Both mention model/runtime errors, but Gemma3TextConfig missing an attribute and Qwen3 auto-device-map cuda asserts are distinct bugs." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 Bert loading bug: index-out-of-bounds at initialization with size-0 tensors." + "accept": false, + "reason": "Both hit an IndexError with ZeRO-3, but one is Gemma3ForConditionalGeneration and the other is BertModel/non-pretrained loading; not clearly the same root cause." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover different doc mismatches and should not be merged." + "reason": "Both are docs-related, but one is a stale pipeline parameter doc and the other is a removed CLI command; unrelated edits." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and failures: AMD GPU model support vs table-question-answering crash." + "reason": "AMD GPU failures for GPT-OSS-20B and table-question-answering crashes are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different regressions: missing Float8 storage vs distributed-disabled build/runtime break." + "reason": "Float8 storage lookup errors are a different incompatibility from the distributed-support regression in 46304." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to the Qwen3-vl video StopIteration bug." + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 video StopIteration are different runtime issues." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model runtime errors, but one is Gemma4 device placement and the other is Qwen video chat-template mismatch." + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video-token/template mismatch affect different models and code paths." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-map forward mismatch are different bugs." + "reason": "Voxtral processor failure is unrelated to Gemma4 PLE device-mapping mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization regression vs outdated RAG examples; not the same issue." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are different problems." + "reason": "Corrupted checkpoint loading and Nvidia ModelOpt compatibility for DiffusionGemma are different issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading bug is unrelated to RAG documentation drift." + "reason": "NemotronH checkpoint loading failure is unrelated to stale documentation examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both mention version regressions, but one is remote-code model loading and the other is USE_DISTRIBUTED=0 support." + "reason": "Remote-code breakage on recent transformers versions is broader, but it is not the same bug as the USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 is a narrower instance." + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader instance and 45812 is Granite-specific." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Different model-loading failures with different causes; not the same concrete bug." + "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to RAG documentation drift." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "NVFP4 runtime error and docs/example updates are unrelated." + "reason": "A corrupted checkpoint is not the same as a model implementation failing to load checkpoints." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-disabled PyTorch support." + "reason": "bitsandbytes Int8Params keyword-argument incompatibility is separate from the PyTorch distributed regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but they target different models and different failure modes." + "reason": "Both mention sliding-window behavior, but Gemma3TextConfig missing sliding_window_pattern and Qwen3-MoE sliding_window issues are not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "The packet shows 41093 as a mask-shape IndexError ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error; that is not enough to treat them as the same bug." + "reason": "Two IndexErrors under different conditions and models; the mask-shape mismatch is not clearly the same as the ZeRO-3 BertModel size-0 error." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading and table QA crashes are unrelated." + "reason": "Whisper-large-v2 loading/running failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model load failures: GLM-4.7 unit-test issue vs corrupted Ovis2 checkpoint." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model-specific bugs." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different incompatibility classes." + "reason": "Torch 2.10 incompatibility and a v5.4.0 pydantic PretrainedConfig breakage are not the same issue." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different compilation/runtime bugs on different model stacks; not one concrete code-path fix." + "reason": "Both involve compiler/tracing regressions, but Mixtral grouped_mm tracing and Sam3 bf16 compilation are different model/operation failures." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash do not share the same underlying bug." + "reason": "Detokenization regression and table-question-answering crash do not share a root cause." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading and pydantic config regression are unrelated." + "reason": "Whisper runtime failure is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is chat crash and the other is streaming API failure; not clearly the same bug." + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is chat/completions streaming inference failing; different surfaces and likely different code paths." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to the torch/transformers version incompatibility report." + "reason": "A ZeRO-3 index error with BertModel is not the same as a torch/transformers version compatibility issue." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing failures and YOLO multi-GPU auto device-map failures are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model-family regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram_mps integer support error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern errors are separate problems." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error and MPS histogram Int error are different MoE/runtime failures." + "reason": "Torch dynamo tracing on Mixtral and an MPS histogram kernel error are unrelated backend issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Similar MoE/dtype context, but different models and distinct failure modes; too broad to merge." + "reason": "Both involve MoE/model execution, but a grouped_mm tracing failure and an autocast dtype mismatch are distinct bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-compilation error are not the same underlying bug." + "reason": "Voxtral processor failure and TypeError about non-template nodes do not share a code path." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid-method bug in GraniteMoEHybrid and YOLO multi-GPU device-map issue are unrelated." + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU auto device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head tying bug and checkpoint corruption are different issues." + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are size-0/indexing errors, but the shapes and loading contexts differ enough that they do not look like the same bug." + "reason": "These are both IndexErrors, but the specific shape-mismatch in 41093 is not the same as the ZeRO-3 empty-tensor error in 41762." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code AutoModel attribute errors are unrelated." + "reason": "Flash-attn2 fallback gating and remote-code model_class.config_class errors are separate failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the clustering is conservative and grounded, and the AutoTokenizer umbrella choice (45920 over 45812) looks fine. The main issue is the accepted soft-edge pair `issue:41093` \u2194 `issue:43638`: the packet gives 41093 only as a mask-shape `IndexError` ([1406] vs [1405]), while 43638 is a ZeRO-3/Bert size-0 loading error. That connection is not supported by the packet and reads too strong. I\u2019d keep that pair rejected." + "accept": true, + "feedback": "The canonicalization is well-grounded: 45812 and 45920 are both clearly the same AutoTokenizer wrong-token-ID regression, with 45920 the broader anchor. The rest of the pairwise rejections stay conservative and the cluster summary does not overclaim beyond the titles." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -911,7 +827,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 3, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -991,8 +907,8 @@ "issue:43596|issue:46165", "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:45632|issue:45698", @@ -1005,250 +921,244 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "542c5c771b670ed4a88103210a6db800392fe722d63bda486d88118193b6d9c4", + "prepared_review_unit_hash": "9b9ceebfbdeb82ef428f8252357fff7a8336689415317ec35ff47fa343cdced5", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38030, - "estimated_input_tokens": 9508, - "estimated_eval_tokens": 19272 + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a few true duplicate pairs: Qwen3.5 video-input regression, remote-code/custom-module loading, and generic input/decoder validation messaging. No pull requests were provided.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45183 is the broadest, most generally worded bug report in the accepted set; it captures the shared validation-path problem that 46463 narrows to T5 decoder validation.", + "summary": "Mostly a heterogeneous set of unrelated model/config/runtime issues. The only clear duplicate-like pair is the trust_remote_code dynamic-module cache/custom-module loading bug; the other soft matches look like false positives.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the best canonical for the one real duplicate-like pair: it states the concrete wrong-custom-module loading failure directly, while issue:45632 is the narrower cache-path collision symptom.", "canonical_pr_reason": null, - "best_issue_reason": "45183 is the best umbrella issue because it is cross-model, names the underlying XOR validation logic directly, and is likely to absorb future related reports.", + "best_issue_reason": "issue:45698 is the clearest, most actionable bug report in the set and the strongest representative of the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different regressions: StableLM pad-token config vs pydantic PretrainedConfig field handling." + "reason": "Config-field breakage vs pydantic/PretrainedConfig validation; related theme, not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward mismatch." + "reason": "General torch/transformers compatibility issue vs a device_map forward-device mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated model/runtime problems." + "reason": "Model load failure in vLLM vs a request for GGUF support; different problems." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is separate from the Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility vs a bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related failures, but they affect different Qwen3.5 code paths and symptoms." + "reason": "Both mention indexing/shape failures, but they point to different code paths and models." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the Sam3 compilation regression." + "reason": "Image-preprocessor dtype mismatch vs compilation regression; unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model families and different failure modes: autocast dtype mismatch vs chat/completions streaming failure." + "reason": "Autocast dtype mismatch vs chat/completions streaming failure; different root causes." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming inference are not the same bug." + "reason": "GGUF architecture support request vs a Qwen3.5 streaming-inference bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The init_empty_weights/_is_hf_initialized error is distinct from the pydantic field regression." + "reason": "init_empty_weights/_is_hf_initialized bug vs a PretrainedConfig field break; same ecosystem, different failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM behavior is not the same as tied-weight handling on translation models." + "reason": "Quantization/OOM regression vs tied-weights handling; not the same bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic breakage." + "reason": "Qwen3-MoE sliding_window issue vs config-field/pydantic breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure is a different subsystem from Sam3 compilation." + "reason": "YOLO multi-GPU device-map failure vs a bf16 compile regression." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 bf16 regression." + "reason": "Invalid method call in GraniteMoEHybrid vs compilation regression; unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but they arise from different shapes, models, and initialization contexts." + "reason": "Both are IndexErrors, but the reported shapes and triggers are different." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image dtype mismatch is not the same as Qwen3.5 video feature/token mismatch." + "reason": "Image dtype mismatch vs video token/feature mismatch; different multimodal failure modes." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage is broader and different from a torch 2.4.1 / transformers 5.8.0 incompatibility report." + "reason": "remote_code model breakage vs torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen3.5/Qwen2.5-VL video-input regression: both describe mismatched video features/tokens in the chat-template/video pipeline." + "accept": false, + "reason": "Both concern video input, but one is a broad v5.3 regression and the other is a specific chat-template mismatch." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a relative quality complaint and the other is a loading/pipeline correctness issue." + "reason": "Both mention SigLIP2 quality/behavior, but one is text embedding quality and the other is pipeline/model output corruption." }, { "left": "issue:46468", - "right": "issue:46869", - "accept": false, - "reason": "Official Nemotron example breakage and YOLO device-map failure are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "Zero3/BertModel index error is distinct from the local-model trust_remote_code resume problem." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different bugs." - }, - { - "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are separate failures." + "reason": "Official example breakage vs remote-code config_class AttributeError; different failures." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Image dtype mismatch is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT." + "reason": "FSDP 2-D weight error vs SFT trainer mask/embedding unpacking error." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error does not match the Qwen3.5/TRL embedding unpacking failure." + "reason": "Dtype mismatch in image preprocessing vs Qwen3.5 embedding unpacking; unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + "reason": "Jupyter custom-model initialization regression vs flash-attn fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression and GLM5 are unrelated model reports." + "reason": "High perplexity on gpt-oss-20b vs GLM5; unrelated model-specific issues." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same dynamic-module/custom-code misresolution problem: the wrong remote/custom module is loaded because of cache/path handling." + "reason": "Same dynamic-module cache / trust_remote_code bug: leaf-dir cache collision leading to the wrong custom module being loaded after save_pretrained/from_pretrained." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." + "reason": "FineGrainedFP8Config loading failure vs flash-attn2 fallback checks; different bugs." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weight bug is model-specific and not the same as the broader translation-model tied-weights report." + "reason": "Both involve tied weights, but they target different model families and concrete failures." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A missing ReLU discussion and a docs typo are unrelated." + "reason": "A DSA-indexer discussion vs a docs typo/removal note; not duplicates." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantized offloading/OOM behavior is not the same as tied-weight initialization on translation models." + "reason": "Quantization offloading behavior vs tied-weights regressions; too broad to merge." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed CLI docs are unrelated documentation issues." + "reason": "Cache-strategy typo vs outdated run-command docs; unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model behavior." + "reason": "PagedAttentionCache group-type crash vs tied-weights handling; different code paths." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method are different problems." + "reason": "Embedding unpacking failure vs invalid-method call in GraniteMoEHybrid; unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "46463 is a model-specific instance of the broader input_ids/inputs_embeds validation/message bug described in 45183." + "accept": false, + "reason": "Both are input-validation bug reports, but they describe different validations and error messages." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping bug vs uninitialized rotary-embedding memory after materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 installation/availability issue vs remote-code config_class attribute error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted issue pairs are conservative enough: 44479/46294, 45632/45698, and 45183/46463 all read like plausible same-bug clusters from the titles alone. The rejected pairs are also mostly well-justified, and the summary does not overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45632/issue:45698, is a plausible single trust_remote_code/dynamic-module bug, and the rest are reasonably treated as false positives given the titles and lack of stronger shared evidence." }, "evaluator_used": true, "retried": false, @@ -1261,7 +1171,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 4, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -1302,8 +1212,8 @@ "issue:44991", "issue:45005", "issue:45020", + "issue:45237", "issue:45399", - "issue:45520", "issue:45663", "issue:45701", "issue:45859", @@ -1329,10 +1239,10 @@ "issue:43644|issue:43950", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:45920|issue:46489", "issue:43054|issue:45701", - "issue:38175|issue:43054", + "issue:45920|issue:46489", "issue:43828|issue:44928", + "issue:38175|issue:43054", "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:43054|issue:43493", @@ -1341,232 +1251,238 @@ "issue:42947|issue:44387", "issue:44403|issue:44451", "issue:24643|issue:28530", + "issue:43975|issue:45237", "issue:44403|issue:44488", - "issue:43975|issue:45520", - "issue:43643|issue:45020", "issue:41762|issue:42915", + "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:44991|issue:45399", "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "8122bf0eb96f084cd442658b23299a56013a23529f4b0fda6be5da06e428a633", + "prepared_review_unit_hash": "a8c316ed9479e6c0625eab64c69e9a57d01028e0f2b684d0480e21ec4186f8fb", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37048, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "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": "The cluster is mostly heterogeneous, with a few true duplicate pairs around Transformers 5.x regressions (buffers, cache length, Gemma4 quantized embedders, and Mamba2 recurrence). Most other soft edges are broad thematic similarities but not the same concrete bug.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43950 is the clearest anchor for the strongest duplicate pair: it states the non-persistent-buffer regression directly, and 44534 is essentially the same bug described later.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, but it does contain multiple tight duplicate subclusters: the non-persistent-buffer corruption regression centered on #43950, the Gemma4 quantized vision/audio dtype-cast pair (#46899/#46932), and the static-cache `get_seq_length()` contract pair (#45987/#46858). #43950 is still the best overall anchor for the largest and most explicit duplicate set, but it is not the only cohesive pocket in the cluster.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #43950 is the clearest statement of the non-persistent-buffer corruption regression and best captures the largest duplicate subcluster, with direct overlap to #43644, #44534, and #45902.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative of the only very tight duplicate-like thread in this cluster; it is specific, concrete, and broadly phrased enough to serve as the anchor issue.", + "best_issue_reason": "#43950 is the strongest global issue anchor because it states the root regression most explicitly and sits at the center of the largest confirmed duplicate cluster, even though smaller cohesive duplicate pairs also exist elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading vs tied-weights handling in translation models." + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are model load/runtime failures, but for unrelated models and failure modes." + "reason": "Unrelated failures: tokenizer detokenization vs Qwen NVFP4 runtime/load error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + "reason": "Both are tokenizer regressions, but for different model families and concrete symptoms." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors vs a quality/regression report on SigLIP2 embeddings; not the same bug." + "reason": "Docs/example issues and a text-embedding quality regression are not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: transformers v5 mishandles non-persistent buffers and fills them with junk." + "reason": "Same regression: transformers v5 corrupts/fills non-persistent buffers with junk on load." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss signature breakage vs Gemma3 DeepSpeed ZeRO-3 loading error." + "reason": "Different failures: custom trainer kwarg mismatch vs DeepSpeed ZeRO-3 load IndexError." }, { "left": "issue:46032", "right": "issue:47246", - "accept": true, - "reason": "Same recurrence bug family in Mamba2-style mixers; 47246 is the NemotronHMamba2 propagation gap of the Mamba2 fix." + "accept": false, + "reason": "Both are Mamba2-related, but they affect different code paths and model implementations." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code config field loss is unrelated to non-persistent-buffer corruption." + "accept": true, + "reason": "Same non-persistent-buffer regression; one report is the generic bug, the other a specific manifestation." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Distinct quantization/import compatibility failures with different exceptions and code paths." + "reason": "Distinct compatibility problems: bitsandbytes parameter handling vs missing storage type." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting bug; one reports it, the other fixes it." - }, - { - "left": "issue:45920", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer issues, but they concern different models and different tokenizer bugs." + "reason": "Same Gemma4 4-bit quantized vision/audio dtype-cast bug; #46932 is explicitly marked as the same issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs a broad tokenization change regression; not the same artifact." + "reason": "Different topics: SigLIP2 embedding quality regression vs tokenizer-version-induced tokenization changes." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + "reason": "Related tokenizer regressions, but different concrete model families and code paths." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." + "reason": "A dtype mismatch under autocast is not the same bug as the Qwen3.5 flash-attn packed-sequence crash." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 symptoms: zero probabilities vs worse text embeddings." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length contract bug: it returns a tensor instead of an int, breaking downstream arithmetic." + "reason": "Same static-cache `get_seq_length()` contract bug; both reports describe the wrong return type breaking downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve buffers, but one is v5 junk-filled non-persistent buffers and the other is a specific uninitialized inv_freq materialization bug." + "accept": true, + "reason": "Same non-persistent-buffer regression, with `inv_freq` corruption as a model-specific manifestation." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 theme, but not the same concrete bug; one is a quality complaint, the other is an HF-vs-JAX implementation discrepancy." + "reason": "Both concern SigLIP2, but the reported failures are different enough to keep separate." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility in a rotary embedding path." + "reason": "Different code paths: flash-attn packed-sequence crash vs CPU-offload rotary-embedding incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs unrelated buffer materialization corruption." + "reason": "Gemma4 FSDP2 shared-state rebuilding is unrelated to non-persistent buffer initialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different performance/memory regressions: LoRA checkpointing behavior vs int4 CUDA reserved-memory OOM." + "reason": "Gradient checkpointing/LoRA effectiveness and int4 OOM are different issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model loading failure." + "reason": "Loading noise and a hard model-load failure are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs early-stopping metric selection are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU runtime failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Same broad loading-area theme, but different model-specific failures." + "reason": "Both mention loading, but one is generic noise and the other is a specific model load failure." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn2 fallback gating; unrelated subsystems." + "reason": "Different model families and failure modes." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs missing tied-weights attribute on MolmoForCausalLM." + "reason": "`trust_remote_code` config-field loss is a specific bug; the other is a broad remote_code umbrella report." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class vs bitsandbytes constructor incompatibility." + "reason": "Qwen2.5-VL import failure and bitsandbytes incompatibility are unrelated." }, { - "left": "issue:43644", - "right": "issue:45902", + "left": "issue:43824", + "right": "issue:44928", "accept": false, - "reason": "Both mention buffer handling, but the underlying bugs are different and model/module-specific." + "reason": "ImportError and flash-attn position_ids crash are different bugs." }, { - "left": "issue:44589", - "right": "issue:46858", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Storage-type import/runtime error vs cache length returning a tensor; no shared bug." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory use are separate issues." }, { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "These are different Qwen3.5 failures with different execution paths and symptoms." - }, - { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Remote-code config field loss is not the same as the broader remote_code breakage reported in 45020." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { - "left": "issue:43824", - "right": "issue:44928", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Import path failure and RLHF gradient instability are unrelated." + "reason": "Bad tokenizer error message and missing `all_tied_weights_keys` are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The accepted pairs are well-supported by the issue titles (#43950/#44534, #45987/#46858, #46899/#46932, and likely #46032/#47246 as the same Mamba2 recurrence bug family). The rejected pairs are generally separated by model, subsystem, or failure mode rather than the same concrete bug. Minor caveat: phrasing like 'only very tight duplicate-like thread' is a bit stronger than necessary given the few other duplicate-like pairs, but it does not materially overstate the evidence." + "accept": false, + "feedback": "The main anchor choice is plausible, but the writeup overstates the structure of the set: there are at least two other clearly cohesive duplicate pairs/subclusters here as well (issue:46899\u219446932 and issue:45987\u219446858), so calling the non-persistent-buffer cluster the 'only clearly cohesive duplicate subcluster' is too strong. The rest of the verdicts are mostly conservative, but that overclaim makes the summary insufficiently grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1576,7 +1492,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 5, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -1643,40 +1559,40 @@ "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:43872|issue:46869", "issue:45715|issue:46315", + "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43827|issue:44509", - "issue:43881|issue:43883", - "issue:45020|issue:46661", "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43881|issue:43883", + "issue:43827|issue:44509", "issue:43404|issue:43950", "issue:46894|issue:46897", "issue:43792|issue:44220", "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:42947|issue:45923", - "issue:43854|issue:44863", "issue:43940|issue:45313", + "issue:43854|issue:44863", "issue:24643|issue:30064", "issue:44479|issue:44560", "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "22bb316bb9f453a6af167414ae4326baaeff0597f05d9d512ccee5d533e929ac", + "prepared_review_unit_hash": "15bd43fb3090c2da0baddceeae9ce86e17ca8e3c09139360e6e83bfbaa760232", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36627, + "serialized_chars": 36625, "estimated_input_tokens": 9157, "estimated_eval_tokens": 18570 }, @@ -1685,189 +1601,189 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issue reports, with only a few strong duplicate pairs. The clearest same-bug pairs are the docs pipeline regression, the generic mask-shape mismatch, the Whisper/fbank failure, and the training-loss double-shift reports; most other soft pairs are only loosely related by subsystem and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue spans this heterogeneous set; if a representative is needed, issue 46894 is the best anchor for the only very clear duplicate cluster (with 46897) and is the broader, more central report.", + "summary": "Mostly mixed cluster. Clear duplicate-like pairs are the docs pipeline-task cleanup reports, the mask-shape IndexError reports, and the CohereASR/Florence2 training-loss double-shift pair. The remote_code reports 45020 and 46661 are related, but the packet only supports them as similar failures, not a confirmed same regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:46894 is the clearest duplicate anchor in the packet: issue:46897 describes the same training-loss double-shift bug pattern on another model. The packet does not support extending that subgroup beyond these two reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46894 is the best overall issue candidate because it is the broader, well-scoped parent in the strongest duplicate pair and has the clearest duplicate evidence.", + "best_issue_reason": "issue:45020 is the broadest actionable issue in the packet, but only as a loose thematic anchor for remote_code loading failures; the evidence does not justify merging issue:46661 into the same regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bugs: tokenizer regex loading crash vs flash-attn fallback gating logic." + "reason": "Different failure modes: tokenizer regex patch crash vs flash-attn2 fallback gating." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated failures: MPS histogram int support vs Gemma4 device-map mismatch." + "reason": "Different subsystems and symptoms: MPS int histogram error vs device_map auto forward mismatch." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model/load problems with no clear shared code-path." + "reason": "Both are loading-related, but the model families and concrete errors differ." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and device-map placement are separate issues." + "reason": "Remote_code compatibility break vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping add-model bug is not the same as the remote_code breakage." + "reason": "Related model-loading area, but one is add-new-model-like mapping failure and the other is remote_code breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different concrete failures: autocast dtype mismatch vs PLE device mismatch." + "reason": "Different concrete code paths: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading errors; not the same underlying bug." + "reason": "Both are model-loading failures, but on different models and different root causes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regression vs Kimi tokenizer codec regression are unrelated." + "reason": "Tokenizer regression vs remote_code model-loading regression." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA warnings, but the reported bugs are different." + "reason": "Different training-time behaviors: version incompatibility for qwen3_moe vs a LoRA warning about tie_word_embeddings." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "Same tokenizer utility area, but convert_ids_to_tokens vs convert_tokens_to_ids are different bugs and the packet does not show a shared root cause." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are tokenizer performance regressions, but in opposite conversion directions and likely different fixes." + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping and remote-code config_class lookup are different failures." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: both report stale v5 docs still referencing removed pipeline tasks." + "reason": "Both involve AutoModel loading, but one is text_config unwrapping and the other is missing config_class on remote-code models." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:45488", + "right": "issue:46489", "accept": false, - "reason": "Different models and different loading errors; not a duplicate." + "reason": "Both are tokenizer regressions, but they point to different model families and different preprocessing changes." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both touch remote_code, but one is a broad regression and the other is a specific config_class AttributeError." + "reason": "The packet shows close similarity in remote_code loading breakage, but not enough evidence that they are the same underlying regression." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Related DeepSeek tokenizer area, but 46489 is a follow-up gap in a prior fix rather than the same issue." + "reason": "Different model failures with different missing pieces, not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report docs still referencing pipeline tasks removed in v5; same docs cleanup/change." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying and non-persistent buffer corruption are distinct regressions." + "reason": "Tied-weights bug in one model vs silent non-persistent-buffer corruption in from_pretrained." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific duplicates of the same issue class." + "reason": "Same training-loss double-shift bug pattern, just reported on different models." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Same audio feature extraction failure path; the Whisper run failure aligns with the fbank extraction bug." + "accept": false, + "reason": "Audio model can't run vs a low-level fbank feature extraction issue; not clearly the same defect." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion and the other is gradient averaging." + "reason": "Different DeepSpeed issues: ZeRO-3 weight loading vs gradient averaging with GAS and model_accepts_loss_kwargs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated." + "reason": "Unexpected compute_loss signature kwarg vs mask/index tensor shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and missing capability flag are related but not the same concrete bug." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag on a remote-code variant." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Different model-loading failures with no shared root cause shown." + "reason": "Similar ZeRO-3 load failures, but different model variants and symptoms; not enough to treat as the same underlying bug." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures for Qwen variants, but the model generations and error signatures differ enough to avoid merging." + "reason": "Distinct model-loading failures for different architectures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed vs void segmentation-map processing are completely different bugs." + "reason": "Unrelated errors: DeepSpeed weight shape/runtime error vs segmentation-map processing failure." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different models and failure modes." + "reason": "Both concern video inputs, but one is a broad regression across several models and the other is a specific StopIteration path." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask/tensor shape mismatch error; these look like duplicate reports of the same bug." + "reason": "Same IndexError family: mask length and indexed tensor length mismatch with the same underlying shape bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion and flash_attention s_aux=None crash are unrelated." + "reason": "Different problems: RLHF gradient explosion from 3D position_ids vs flash_attention sink-less s_aux handling." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The four accepted duplicate pairs are well supported by the issue titles/bodies, and the broader characterization of the rest as mostly unrelated is reasonable. The canonical/best-issue choice for 46894 is also a cautious, defensible anchor for the strongest duplicate cluster." + "accept": false, + "feedback": "The cluster is plausibly mixed, but the summary is a bit too strong for the packet. It introduces a Qwen/Cohere/Florence double-shift subgroup, while the packet only supports CohereASR and Florence2 (plus an outside reference to Moonshine). Also, the 45020/46661 remote_code pair is related, but the packet evidence only supports a close similarity, not a confident statement that 46661 is the same underlying regression. Please make the subgrouping more conservative and stay strictly within the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1877,7 +1793,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 6, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -1936,27 +1852,27 @@ "soft_pairs": [ "issue:43716|issue:46468", "issue:43366|issue:43828", - "issue:44863|issue:46402", "issue:44530|issue:44863", + "issue:44863|issue:46402", "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:44155|issue:45584", "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:42915|issue:43957", - "issue:43824|issue:43957", "issue:43716|issue:44560", + "issue:43824|issue:43957", "issue:41553|issue:44488", "issue:43950|issue:45834", "issue:42617|issue:43366", - "issue:43645|issue:43646", "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", "issue:44910|issue:46858", "issue:36010|issue:42915", - "issue:44560|issue:44918", "issue:44683|issue:46515", "issue:43550|issue:44910", "issue:42947|issue:47254", @@ -1969,20 +1885,20 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "2c5e75d5b546c0d298da5a9fd1933a40fe44559b2b8825387eae3334c754682e", + "prepared_review_unit_hash": "060b8e52027f3aab79bacbde6c2f66a981766dc28efa6f3f274a6d80f1c2b066", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37344, + "serialized_chars": 37342, "estimated_input_tokens": 9336, "estimated_eval_tokens": 18928 }, @@ -1991,222 +1907,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with no PRs. Only two soft duplicate pairs look real: the siglip2-base-patch16-224 regression and the Transformers 5.0 custom model initialization regression. The rest are distinct bugs across different models/subsystems.", - "confidence": 0.92, - "canonical_issue_reason": "No single cluster-wide canonical issue exists because the set contains multiple unrelated bug themes; if one representative must be chosen, issue 43994 is the strongest because it states the siglip2 failure more broadly and concretely than 38175.", + "summary": "This cluster is mostly heterogeneous transformer bug reports. The only strong duplicate-style pairs are the custom model initialization regressions and the two SigLIP2 bad-output reports; the rest look like separate issues in different models/code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the custom-model initialization regression; issue:43645 reads like a notebook-specific manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43994 is the best representative issue: it clearly describes the user-facing failure, names the exact model, and subsumes the narrower 38175 report.", + "best_issue_reason": "issue:43646 is the best single representative because it is general, concise, and likely subsumes the more specific notebook report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: image-preprocessor dtype mismatch vs Nemotron example breakage." + "reason": "Different models and failures: image preprocessor dtype mismatch vs broken example loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both mention model loading/FP8 issues, but they are different bugs and code paths." + "reason": "Both involve model behavior, but one is GGUF architecture support and the other is an autocast dtype mismatch on a different model." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Unrelated loading failures for different model families." + "reason": "Different subsystems and failures: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "Both are loading-related, but they target different model families and different failure modes." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and symptoms." + "reason": "Both mention tokenizer loading, but the affected models and the reported bug shape are different." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF feature requests or bugs; not the same underlying issue." + "reason": "Both mention Qwen-family MoE models, but one is GGUF support and the other is a sliding_window bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Bert zero3 index error is unrelated to torch 2.4.1 incompatibility." + "reason": "One is a DeepSpeed ZeRO-3 BertModel IndexError; the other is a generic torch version incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary/position-id bugs in different models; too broad to merge." + "reason": "Both touch rotary/position logic, but they are different models and different bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup failure." + "reason": "Unrelated failures: GGUF architecture support vs missing Float8 storage type." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failures: ZeRO-3/Bert index error vs version incompatibility." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Both are generation bugs, but they affect different models and code paths." + "reason": "Different root causes: ZeRO-3 IndexError on non-pretrained Bert vs torch 2.4.1 incompatibility." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is not the same as device-map forward mismatch." + "reason": "Same model family, but different execution contexts and distinct bugs: FSDP2 KeyError vs device_map mismatch." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading regression are separate issues." + "reason": "Different audio/whisper workflows and different error conditions." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is unrelated to meta-device loading problems." + "reason": "Different regressions: FineGrainedFP8Config failure vs meta-device loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug." + "reason": "Both are multimodal model issues, but the concrete bugs and model paths differ." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing import for a specific VL class; the other is a meta-device loading regression." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different tokenizer/model problems." + "reason": "Both involve model loading, but they concern different models and likely different loader code paths." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and long-ocr index error are unrelated regressions." + "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 OCR index error." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue is unrelated to GGUF model support." + "reason": "Completely different topics: script execution failure vs GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures: video StopIteration vs MPS histogram kernel missing for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific manifestation of 43646." + "reason": "These read like the same regression: custom model initialization broken in Transformers 5.0.0, with 43645 just adding the Jupyter notebook context." }, { "left": "issue:44560", - "right": "issue:45685", + "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl StopIteration and MPS histogram int error are unrelated." + "reason": "Different bugs: Qwen3-vl video StopIteration vs a generic mask shape IndexError." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch attention/cache machinery, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." + "reason": "Both involve cache/position bookkeeping, but the concrete failures and affected backends are different." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 config failure." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen3.5/embedding/trainer issues with no shared concrete code-path." + "reason": "Unrelated failures: GenerationMixin import error vs Qwen3 MoE fine-grained FP8 execution failure." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version compatibility failures, but not the same bug." + "reason": "Different torch-version breakages in different code paths; not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compile, but the models and failure mechanisms differ." + "reason": "One is a torch.compile/SDPA issue on Bamba; the other is a FlashAttention position_ids bug on Qwen3.5." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Related training stack components, but one reports ineffective checkpointing and the other a ZeRO-3 CheckpointError." + "reason": "Related area, but not the same concrete problem: ineffective gradient checkpointing vs a checkpointing error with ZeRO-3." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions for different model families." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-map forward mismatch is unrelated to a torch 2.4.1 incompatibility report." + "reason": "A Gemma4 device-mapping bug is not the same as a generic torch compatibility issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case and Gemma4 device mismatch are separate bugs." + "reason": "Different concerns: model registration/template logic vs Gemma4 device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but they arise from different input-shape/logic issues." + "reason": "Different symptoms and code paths; no evidence of a shared underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same siglip2-base-patch16-224 regression; both report incorrect/degenerate outputs from the same model, and 43994 is the broader description." + "reason": "Same underlying SigLIP2 model regression: both report incorrect/zero/nonsensical outputs for google/siglip2-base-patch16-224." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they affect different models and are not the same bug." + "reason": "Different config-validation failures on different model families." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert index error is unrelated to tokenizer-mapping new-model support." + "reason": "ZeRO-3/Bert IndexError is unrelated to the tokenizer-mapping registration bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different problems: deepspeed/Bert indexing vs tokenizer mapping constraints." + "reason": "Different failures in different subsystems: Bert/ZeRO-3 loading vs tokenizer mapping registration." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary correctly reflects that this is a heterogeneous issue cluster with no PRs, and it conservatively identifies only the two obvious duplicate pairs already supported by the packet (43645/43646 and 38175/43994). The representative-issue choice of 43994 is reasonable. The other soft-edge false verdicts are appropriately cautious and do not overclaim duplicate status from the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-style pairs are well supported by the issue titles, and the remaining soft-edge verdicts appropriately avoid over-merging unrelated model, loader, and backend-specific bugs." }, "evaluator_used": true, "retried": false, @@ -2219,7 +2135,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 7, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -2276,14 +2192,14 @@ "issue:46899" ], "soft_pairs": [ - "issue:42491|issue:43720", - "issue:44661|issue:44805", "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:43644|issue:44534", "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:44960|issue:44977", @@ -2304,238 +2220,213 @@ "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", - "issue:45276|issue:45335", "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "58e234a38d1f8499df2964b33b13063665fe1469d7f5818ff64020c4219db2b7", + "prepared_review_unit_hash": "e6d756dffea128f64b58348c65db2ea021f8486e9e037da892c2aa3e25997ff0", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36035, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "soft_pair_count": 29, + "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 broadly about Transformers v5-era model loading/initialization regressions, but most items are model-specific and not true duplicates. The clearest duplicate candidates are the non-persistent-buffer regression and the resize_token_embeddings propagation issues.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43644 is the broadest, most central regression here: a generic Transformers 5.0.0 initialization/buffer bug that plausibly underlies several downstream loading failures.", + "summary": "Mostly unrelated cluster. The strongest issue anchor is the Transformers v5 non-persistent-buffer regression around issue:43644, with issue:44534 as a very likely same-regression match based on near-identical titles. The Gemma4 4-bit multimodal pair looks like a plausible same-bug match, but the evidence is still hedged rather than exact.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the best canonical anchor for the Transformers v5 non-persistent-buffer junk regression; issue:44534 looks like a very likely same-regression follow-up based on near-identical wording, so this is the cleanest mini-cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue for this cluster because it is the most general, cross-cutting v5 regression among the listed issues.", + "best_issue_reason": "issue:43644 is the strongest overall issue to represent the repeated Transformers v5 buffer-corruption regression, with the broadest and clearest title for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "Different model families and failure modes: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking during accelerate loading." + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal inference failure pattern: both point to unsafe dtype handling in audio/vision embedders." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated bugs: tokenizer mapping/add-new-model-like failure vs a mask/tensor shape mismatch at inference." + "reason": "Unrelated failures: tokenizer-mapping edge case vs a mask/tensor shape IndexError." }, { - "left": "issue:45672", - "right": "issue:46899", - "accept": true, - "reason": "Same underlying Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in audio/vision embedders." + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different subsystems and symptoms: `_is_hf_initialized`/v5 initialization regression vs a Kosmos2.5 OCR long-input index error." + "reason": "Different regressions: _is_hf_initialized behavior vs a Kosmos2.5 OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "One is dequantized model offload loading, the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Both involve loading/offload, but the reported bugs are different: dequantized model offload vs Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example model/processor mismatch and quantization errors." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "These are the same v5 non-persistent-buffer corruption regression, just phrased differently." + "reason": "Same model family, but one is zero probabilities and the other is a docs example with model/processor mismatch plus quantization failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/Qwen3MoE, but the failures are distinct: auto device map CUDA assert vs FineGrainedFP8Config behavior." + "reason": "Both are Qwen3-related, but the failures are different: cudaErrorAssert on device mapping vs FineGrainedFP8Config loading." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Very likely the same Transformers v5 non-persistent-buffer junk regression based on near-identical titles and symptom wording." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Completely different problems: Qwen3MoE FP8 config vs mmap-related OOM on Strix Halo." + "reason": "No concrete overlap beyond both mentioning loading/performance issues." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different concrete bugs: hf4.x/hf5.x Qwen3 MoE LoRA incompatibility vs Gemma4 resize_token_embeddings propagation." + "reason": "Different models and symptoms: Qwen3 MoE checkpoint compatibility vs Gemma4 token embedding resize behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated model-specific issues: GLM5 vs Qwen3.5 flash-attention generation failure." + "reason": "Unrelated models and bugs: GLM5 vs Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the model names and likely code paths differ; not enough to call them the same bug." + "reason": "Both are model-load failures, but the titles point to different checkpoints and no shared root cause is evident." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries are separate issues." + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Qwen3.5 TP plan OOM/shape error." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: ZeRO-3 weight loading for language_model vs incorrect visual encoder keys in save_pretrained." + "reason": "Same model family, but one is ZeRO-3 load failure and the other is incorrect save_pretrained visual keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs broken official Nemotron example." + "reason": "Completely different issues: GraniteMoEHybrid invalid method call vs a broken Nemotron example." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related to dtype handling, but not the same bug: loading dtype ignored vs from_config leaving config.dtype stale." + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is from_config/config dtype staleness." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "These are different regressions: buffer junk filling vs custom-model initialization in Jupyter notebooks." + "reason": "Both are v5 regressions, but buffer corruption is unrelated to Jupyter custom-model initialization." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different model families and likely different root causes." + "reason": "Both are model/tokenizer loading failures, but they affect different repositories with no clear shared bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but the titles point to different reported failures and not the same concrete defect." + "reason": "Both involve SigLIP2, but one is a docs-example mismatch/quantization failure and the other is nonsensical pipeline output." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different code paths: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Different model families and failure modes: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Distinct issues: training memory efficiency in Qwen3 MoE vs quantization offloading behavior." + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model architectures and submodule targets; not the same underlying bug." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "Different model-specific resize-token-embedding behavior vs Qwen3 MoE compatibility regression." + "reason": "Different model families and bugs: Qwen3 MoE compatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and failure signatures: GLM-4.7-Flash loading vs Qwen3-VL shape mismatch." + "reason": "Different model-loading bugs for different models; no shared code-path is shown." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is training inefficiency and the other is int4 reserved-memory/OOM regression." + "reason": "Both mention memory/OOM, but the causes differ: Qwen3 MoE training efficiency vs int4 quantization reserved-memory regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math vs optimizer argument handling are unrelated." + "reason": "Trainer checkpoint math vs optimizer argument handling are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different areas: GLM5 model issue vs quantized save/load corruption after sinq serialization." + "reason": "Unrelated models and bugs: GLM5 vs sinq save/load breakage." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch save/load mechanics, but one is extra_state handling and the other is init_empty_weights argument compatibility." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug: updated vocab size does not reach the model's downstream embedding/output modules." + "reason": "Both concern loading/saving state, but extra_state handling and init_empty_weights/_is_hf_initialized are different bugs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families: DeepSeek V3/R1 vs Granite." - }, - { - "left": "issue:44863", - "right": "issue:46846", - "accept": false, - "reason": "Different root causes and symptoms: NemotronH checkpoint loading vs tensor-parallel plan omissions." - }, - { - "left": "issue:45672", - "right": "issue:46899", - "accept": true, - "reason": "Same Gemma4 multimodal 4-bit dtype-casting regression, affecting audio/vision processing in the same code path." + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model paths and different model families." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it treats most items as model-specific and only groups the strongest near-duplicates. The accepted soft-edge pairs are well supported by title-level evidence, especially the near-identical non-persistent-buffer regression, the Gemma4 4-bit dtype-cast bug, and the resize_token_embeddings propagation bug. The negative verdicts are also conservative and avoid over-claiming duplicates where the model families or failure modes differ." + "accept": false, + "feedback": "The soft-pair judgments are mostly conservative, but the anchor/canonical reasoning overstates what the packet supports. The packet does not show an explicit duplicate link for issue:43644\u219444534, so wording like \"direct duplicate target\" and \"exact duplicate partner\" is too strong. Please downgrade that to something like \"very likely same regression based on near-identical titles.\" The Gemma4 pair is also only a plausible match, not an exact duplicate, so the summary should keep that hedge." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2545,7 +2436,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 8, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -2564,7 +2455,8 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43854", + "issue:43645", + "issue:43828", "issue:43873", "issue:43957", "issue:44079", @@ -2583,15 +2475,13 @@ "issue:44912", "issue:44928", "issue:44960", - "issue:45216", "issue:45276", "issue:45292", + "issue:45335", "issue:45362", "issue:45406", "issue:45588", "issue:45663", - "issue:45684", - "issue:45698", "issue:45704", "issue:45759", "issue:45823", @@ -2604,10 +2494,11 @@ ], "soft_pairs": [ "issue:46897|issue:46901", + "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:43425|issue:43957", - "issue:44402|issue:44488", "issue:44291|issue:44756", + "issue:44402|issue:44488", "issue:44910|issue:45588", "issue:41720|issue:44155", "issue:45663|issue:45759", @@ -2618,9 +2509,9 @@ "issue:45663|issue:45859", "issue:44079|issue:46829", "issue:44292|issue:44912", - "issue:36010|issue:39404", "issue:43957|issue:44756", "issue:44155|issue:45823", + "issue:36010|issue:39404", "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:44863|issue:46468", @@ -2630,217 +2521,223 @@ "issue:44164|issue:44756", "issue:42796|issue:46326", "issue:45588|issue:45663", - "issue:43854|issue:45216", - "issue:45684|issue:45698" + "issue:43828|issue:43957", + "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "0ed0a1aa9ac2aa178744ab60e2ff907b634b1615dc8e04005135f0be6fa208e8", + "prepared_review_unit_hash": "a6d5e27caa99ab09708c051974cb139bd429345873f6a92bcdd9e1881e8580ea", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36501, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36187, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated bug reports, with one likely true duplicate pair around `resize_token_embeddings`/output embeddings. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "`issue:45292` is the clearest general description of the actual bug (`resize_token_embeddings` not updating `output_embeddings`), while `issue:45276` is a narrower Gemma4-specific instance of the same failure.", + "summary": "Mostly unrelated Transformers bug reports spanning loading, quantization, generation, and model-specific regressions. The only clear duplicate-like pair is the token-embedding resize regression around Gemma4/output embeddings.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45276 is the most informative representative of the resize_token_embeddings regression: it names the affected model family, the missing update to output embeddings, and the related embed_tokens_per_layer symptom.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best representative issue because it states the underlying behavior in a model-agnostic way and is easier to map to a fix than the Gemma4-specific report.", + "best_issue_reason": "issue:45276 best captures the underlying bug at the right level of detail and is broad enough to represent the resize-token-embedding/output-embedding failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both mention training-loss double-shift, but they are for different models and likely different code paths; similar symptom is not enough to treat as the same bug." + "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports with no evidence they share the same concrete code path or fix." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same general resize_token_embeddings area, but one is Gemma4-specific with extra embed_tokens_per_layer behavior and the other is a t5gemma decoder embedding issue; not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer` in serve. No shared concrete bug." + "reason": "Different failures in different entrypoints: transformers chat crash vs transformers serve processor attribute error." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is torch version incompatibility, the other is meta-device loading regression. Too broad and not the same underlying defect." + "reason": "Both involve compatibility/loading problems, but one is Torch version incompatibility and the other is meta-device loading regressions; different underlying causes." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Different models and different loading/tokenization symptoms; not the same bug." + "reason": "init_empty_weights argument mismatch and mmap/OOM on Strix Halo are unrelated bugs." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument vs mmap OOM on Strix Halo are unrelated loading issues." + "reason": "Both mention model loading problems, but one is tokenizer vocab mismatch and the other is a separate model-load failure; not the same issue." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Qwen3.5 3D `position_ids` crash and the other is an `s_aux=None` AttributeError for sink-less models; distinct code-path problems." + "reason": "Both touch flash attention, but one is a Qwen3.5 position_ids memory-access crash and the other is an s_aux=None AttributeError on sink-less models." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Auto device map CUDA assert and AudioFlamingo3 batch token leak are unrelated bugs." + "reason": "Different model families and failure modes: CUDA assert during auto device mapping vs embedding/token leakage in batched audio inference." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 `shared_kv_states` issue and Qwen multimodal `text_config` unwrap issue are different model/config bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are unrelated code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to a generic GLM5 issue." + "reason": "SigLIP2 documentation/example errors and a generic GLM5 issue are not the same bug or change." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern lm_head tying, but they affect different models with different implementations; not enough evidence for one underlying bug." + "reason": "Both are weight-tying problems, but they affect different models and different generation paths; no evidence they are the same fix." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/offloading, but one is offloading not working and the other is increased reserved memory/OOM under int4; similar area, different bug." + "reason": "Both involve memory/quantization, but one is offloading behavior with quantization and the other is increased reserved CUDA memory under int4; different root causes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 Gemma4 issue vs Qwen3_5Moe CPU offload incompatibility are separate bugs." + "reason": "Different Qwen/Gemma subsystems: Gemma4 FSDP2 attention state vs Qwen3.5 MoE rotary embedding CPU offload." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism hidden_states misassignment are different issues." + "reason": "ModelOutput key assignment semantics and VideoPrism output field wiring are different bugs." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related, but they describe different models, formats, and failure modes." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated." + "reason": "init_empty_weights/_is_hf_initialized loading error is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and mmap OOM on Strix Halo are different causes and fixes." + "reason": "Meta-device loading regressions and disabling mmap on Strix Halo are separate memory/loading problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching leak vs Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 batched inference token leakage is unrelated to Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated API issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 key error are different model issues." + "reason": "SwitchTransformers sparse-layer construction bug and Gemma4 shared_kv_states bug affect different models and code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory growth and mmap OOM are different resource issues." + "reason": "Quantization-driven reserved-memory growth and Strix Halo mmap OOM are different memory issues." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related by theme only, not clearly the same code-path bug." + "reason": "NemotronH checkpoint loading failure and a broken official Nemotron example are related only by model family, not by the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression and strict config loading failure are different issues." + "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not properly update `output_embeddings`; `45276` is just the Gemma4-specific manifestation." + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated, and 45276 is the broader report with the extra Gemma4-specific symptom." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 3D position_ids/SDPA fallback are unrelated." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra state save/load bug and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." }, { "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": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common are separate tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` issue are unrelated." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuild are different failures." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are different model/save bugs." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading breakage are unrelated." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Permissions propagation in `save_pretrained` and wrong custom module loaded after save/load are separate problems." + "reason": "Jupyter custom-model initialization breakage and extra_state save/load handling are different model lifecycle issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the resize_token_embeddings/output_embeddings pair is the only clearly duplicate-looking cluster, and the rest are conservatively treated as distinct issues based on their titles and scopes. No PRs are present, and I don\u2019t see evidence of overstatement in the soft-edge verdicts." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The accepted 45276/45292 pair is well supported by the titles/body text, while the other rejections avoid overclaiming shared fixes across model-specific or unrelated failures." }, "evaluator_used": true, "retried": false, @@ -2853,7 +2750,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 9, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -2871,9 +2768,9 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43854", "issue:43901", "issue:43906", - "issue:43957", "issue:43994", "issue:44079", "issue:44164", @@ -2884,17 +2781,18 @@ "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:45216", "issue:45292", "issue:45335", + "issue:45684", + "issue:45698", "issue:45701", "issue:45759", "issue:45812", @@ -2906,31 +2804,30 @@ "issue:46665", "issue:46869", "issue:46894", - "issue:46899", "issue:46901", "issue:47228" ], "soft_pairs": [ - "issue:43645|issue:44164", - "issue:43828|issue:43957", - "issue:45292|issue:45335", + "issue:45684|issue:45698", "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45292|issue:45335", "issue:44589|issue:44756", + "issue:46894|issue:46901", "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:43611|issue:43645", "issue:43425|issue:46869", "issue:39404|issue:45701", + "issue:43611|issue:43645", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", - "issue:44589|issue:45084", "issue:44479|issue:44805", + "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:44164|issue:45759", "issue:43994|issue:44079", @@ -2939,234 +2836,213 @@ "issue:43906|issue:44530", "issue:46050|issue:46326", "issue:44991|issue:45081", - "issue:43906|issue:46326", - "issue:44671|issue:44991", - "issue:39404|issue:44912", - "issue:45823|issue:46899" + "issue:43906|issue:46326" ], - "prepared_review_unit_hash": "8eddb73c3d1011f56dff56a71793bc65d84d41be70b03c5a00622a66d7e1fd0e", + "prepared_review_unit_hash": "825e64931ab13d655dbee245519d9222c1a8303b8e61124116f8df78fb73f3fc", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37479, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "soft_pair_count": 29, + "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": "Mostly a loose cluster of adjacent Transformers v5 regressions. The best central issue is the general custom model initialization breakage, with 43645 as a narrower notebook-specific variant rather than the canonical umbrella.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broader and more representative report: it covers custom model initialization in general, while issue:43645 is a notebook-specific slice of that same family. The packet supports 43646 as the cleaner canonical issue for the shared regression theme.", + "summary": "This cluster is mostly a grab-bag of unrelated regression issues (tokenizers, model loading, training, docs, dtype/device mismatches). I only found one soft pair that plausibly describes the same underlying bug: resize_token_embeddings not updating the effective embeddings in T5Gemma-style models.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45292 is the broadest, most generally worded resize_token_embeddings regression, and it can subsume the more model-specific T5Gemma report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best represents the cluster\u2019s main recurring pattern: v5 regressions around custom model initialization/loading. It is broader than the notebook-only wording in 43645 and fits the cluster better as the global issue anchor.", + "best_issue_reason": "issue:45292 best represents the accepted duplicate-like pair because it names the shared API failure mode rather than a single model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Both involve model loading-related failures, but 43645 is custom model init in notebooks while 44164 is extra_state save/from_pretrained handling; different bugs." + "reason": "Both involve custom-model save/load flows, but one is about read-only file permissions during save_pretrained and the other is about loading the wrong custom module. Different bugs." }, { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Both mention dtype/device issues, but 43828 is an autocast forward mismatch and 43957 is a meta-device model loading regression." + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and a Sam3 bf16 compilation regression are different code-path failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 save_pretrained checkpoint regression are unrelated model-specific issues." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to the tied output/decoder embeddings." + "reason": "Both describe the same resize_token_embeddings regression: embeddings are resized but the effective output/decoder embeddings are not updated correctly." }, { - "left": "issue:43425", - "right": "issue:47228", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Unrelated regressions: Torch 2.10 compatibility versus a Sam3 bf16 compilation issue." + "reason": "A Float8 storage lookup error and an mmap/OOM workaround on Strix Halo are unrelated." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "Different code paths and symptoms: missing Float8 storage object versus mmap/OOM avoidance on Strix Halo." + "reason": "These are similar double-shift training-loss reports, but they are for different model implementations and there is no evidence they share the same concrete code path." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and Trainer resume max_steps calculation are unrelated." + "reason": "Custom model initialization in notebooks and Trainer max_steps calculation on resume are distinct bugs." }, { "left": "issue:44402", "right": "issue:44451", - "accept": true, - "reason": "Likely the same tokenizer/vocab-size loading failure, with 44451 being the model-specific ScandiBERT report." - }, - { - "left": "issue:46894", - "right": "issue:46901", - "accept": true, - "reason": "Same training-loss double-shift bug, reported on different model families." + "accept": false, + "reason": "Tokenizer vocab/special-token mismatch and failure to load ScandiBERT are not the same underlying defect." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "General Torch 2.10 incompatibility and a Phi-tiny-MoE autocast dtype mismatch are different regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: performance slowdown in convert_tokens_to_ids versus CodeLlama round-trip correctness." + "reason": "One is a performance regression in convert_tokens_to_ids; the other is a Codellama encode/decode spacing regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong Granite token IDs and slow added-token lookup are separate tokenizer issues." + "reason": "Granite token IDs are wrong, but the slowdown in convert_tokens_to_ids is a separate issue." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not look like the same code-path bug." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Related broad area, but different concrete failures: base_model_prefix loading versus notebook initialization of custom models." + "reason": "PagedAttentionCache failing on Qwen3.5 and a template-node compilation error are unrelated." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the YOLO multi-GPU device_map failure." + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different problems." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and general tokenizer-version behavior change are not the same underlying bug." + "reason": "Whisper return_language pipeline behavior and a tokenizer-version tokenization change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Loading models with base_model_prefix and custom model initialization in Jupyter are different bugs." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 and Gemma4 device mismatch are distinct regressions." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are not the same failure." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Different bugs: a Torch version incompatibility versus a Mistral-3 dtype mismatch." + "reason": "Torch version incompatibility and a Mistral-3 image preprocessor dtype mismatch are distinct." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different code paths." + "reason": "Whisper pipeline regressions and inconsistent from_pretrained behavior inside Python classes are unrelated." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Missing Float8 storage lookup and template-node compilation failure are unrelated." + "reason": "Qwen video input regression and a mask-shape IndexError are different code paths." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Video input regression in Qwen models and a generic mask shape IndexError are not the same bug." + "reason": "Float8 storage lookup failure and non-template compilation failure are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline/task documentation issues." + "reason": "Both are docs issues, but they concern different API/task removals and do not share the same bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and unwrapping text_config in composite configs are separate issues." + "reason": "extra_state save/load handling and unwrapping text_config in from_config are separate loader/saver issues." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment with None are different bugs." + "reason": "Bad SigLIP2 outputs and ModelOutput key assignment with None values are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file loading failures." + "reason": "A T5 tokenizer method conflict and gguf_file loading failures are different tokenizer/model-loading problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures from torch_compilable_check and Perceiver interpolation failures are different problems." + "reason": "torch.export failures with torch_compilable_check and Perceiver interpolation failures are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttention crash." + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not the same bug." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + "reason": "Quantized save/load corruption and a mistral_common continue_final_message bug are different issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and the Mistral regex patch crash do not share the same bug." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure are different symptoms and likely different fixes." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46899", - "accept": false, - "reason": "Both involve Gemma4, but one is a device_map forward mismatch and the other is a 4-bit multimodal dtype cast bug." + "reason": "Both involve tokenizer loading, but one is a model-specific tokenizer load regression and the other is a regex patch crash in Mistral handling." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall read is mostly conservative, but the canonical choice is not well grounded: issue:43645 is explicitly the notebook-specific custom-model init regression, while issue:43646 is the more general \"custom model initialization\" report. Saying 43645 is the 'broadest representative' and 'more central than notebook-specific behavior' overstates the evidence. The cluster does contain several small related families, but the packet supports a mix of adjacent regressions rather than one clearly central 43645-shaped theme." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:45292 vs issue:45335, is strongly supported by the matching resize_token_embeddings symptom and high textual overlap. The other pairs are rejected without overreaching, and the cluster-level characterization as mostly unrelated regressions is reasonable." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3176,7 +3052,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 10, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -3184,13 +3060,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:32090", "issue:34567", "issue:36032", "issue:39404", "issue:40444", "issue:40990", - "issue:42175", "issue:42796", "issue:42915", "issue:43299", @@ -3208,22 +3082,23 @@ "issue:43856", "issue:43931", "issue:44164", - "issue:44206", - "issue:44220", "issue:44451", "issue:44462", "issue:44488", "issue:44530", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", "issue:44756", + "issue:44912", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45479", + "issue:45823", "issue:45859", - "issue:46178", "issue:46285", "issue:46326", "issue:46402", @@ -3231,247 +3106,249 @@ "issue:46821", "issue:46894", "issue:46897", + "issue:46899", "issue:47050" ], "soft_pairs": [ - "issue:45479|issue:46894", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", "issue:44164|issue:46821", + "issue:45479|issue:46894", "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44488|issue:44987", - "issue:44488|issue:45081", "issue:43632|issue:47050", + "issue:44488|issue:45081", "issue:45479|issue:46897", - "issue:43299|issue:43931", "issue:36032|issue:42915", + "issue:43299|issue:43931", "issue:43611|issue:43644", - "issue:44462|issue:46489", "issue:42796|issue:43404", "issue:43716|issue:45084", + "issue:44462|issue:46489", "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:39404|issue:44671", + "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:43643|issue:44530", "issue:40990|issue:43421", "issue:44737|issue:45859", "issue:34567|issue:40444", - "issue:43644|issue:43646", "issue:40444|issue:46326", "issue:36032|issue:43645", - "issue:42175|issue:46178", - "issue:44206|issue:44220" + "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "8f90df83bf4216b41ff2e321c6ad963be80315e22b31d1a7ed6fcd559b6c1088", + "prepared_review_unit_hash": "8c8b628293be7cba23d0375f20989f9bbbee6fa90859b3042f61fa8360f3505e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36475, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 30, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the suggested soft links are largely broad-similarity matches across unrelated Transformers regressions. No soft pair looks like the same concrete bug/change with enough certainty to merge.", - "confidence": 0.32, - "canonical_issue_reason": "issue:43646 is the broadest and most representative of the v5 custom-model regression family in this set; it describes a general initialization breakage rather than a model-specific symptom.", + "summary": "Cluster is mostly a grab bag of closed Transformers v5 regression reports, especially tokenizer/model-loading and model-initialization failures across unrelated models. No pull requests are present. The soft pairs are generally only superficially similar, so I would keep them separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the best representative because it is the broadest, most general v5 regression in the set: custom model initialization breaking, which fits the cluster\u2019s overall theme of loading/init regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to stand in for the cluster because it is generic, version-scoped, and closest to the recurring v5 model-init/loading complaints, even though the cluster overall is not a true duplicate set.", + "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster since it is broad, user-facing, and likely to encompass multiple custom-model init breakages better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they concern different models and likely different failure modes (masked LM predictions vs loading a specific tokenizer)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and gpt-oss quantization fallback are unrelated code paths and subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Different failures: zero-loss classification behavior vs training-loss double-shift in ASR; same broad training area, not the same bug." + "reason": "Both mention Gemma4 multimodal behavior, but one is a runtime device-map mismatch and the other is a 4-bit dtype-cast problem in embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Unrelated subsystems: save/from_pretrained extra_state handling vs TimesFM window_size attribute access." + "reason": "save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are different API areas and unrelated bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "These are both training-loss bugs, but they affect different model families and are not clearly the same underlying loss computation path." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM mitigation; no shared code-path bug." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap OOM on Strix Halo; no shared code-path bug is evident." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel init index error is unrelated to torch>=2.9 compiled flex_attention failures." + "reason": "Deepspeed Zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and likely different root causes." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Different tokenizer-loading problems: ScandiBERT load failure vs Mistral regex patch crash." + "reason": "Both are model loading failures, but they appear to be separate repository/model-specific issues rather than the same bug." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized flag vs fp16 ONNX attention dtype mismatch." + "reason": "_is_hf_initialized flag breakage and fp16 ONNX attention dtype mismatch are different defects in different execution paths." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Different loss bugs in different tasks/models; not the same underlying issue." + "reason": "A tokenizer not loading from repo and a Mistral regex patch crashing on backend_tokenizer are different tokenizer bugs." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Same model family, but one is a v5 dev loading regression and the other is a weight-shape mismatch on a specific checkpoint." + "reason": "The titles suggest a similar training-loss symptom, but they are model-specific reports and not enough to treat as one concrete bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-method conflict is unrelated to Qwen3 MoE FP8 config failure." + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both are v5 model-loading regressions, but the concrete problems differ: base_model_prefix handling vs non-persistent buffers filled with junk." + "reason": "Both involve Qwen3-VL models, but one is a version-specific loading regression and the other is a weight-shape mismatch for a specific checkpoint." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is DeepSeek-Coder tokenization output corruption." + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions with different symptoms and likely different fixes." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different code paths and bugs." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to a template compilation error." + "reason": "Image preprocessor/model dtype mismatch and a template-node compilation TypeError are different problems." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is ignoring tokenizer.json on load and the other is incorrect output in DeepSeek-Coder after a prior fix; not the same bug." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are unrelated model-architecture regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like / tokenizer mapping bug is unrelated to compiled flex_attention on torch>=2.9." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and compiled flex_attention are unrelated areas." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Grouped_mm tracing failure in Mixtral and a template compilation error do not share a code path." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Both are load failures for specific models, but the affected models and failure modes are different." + "reason": "Whisper pipeline language return and CamemBERT masked LM prediction issues are different model-specific bugs." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to non-template-node compilation failure." + "reason": "Two separate model-loading failures with different checkpoints and likely different root causes." }, { - "left": "issue:43643", + "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type in Qwen3.5." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different subsystems and not the same bug." }, { - "left": "issue:42915", + "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen3-related, but one is FineGrainedFP8 training config and the other is cache group-type runtime failure." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache invalid group type are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression is unrelated to tokenizer post-processor update behavior." + "reason": "High perplexity on a benchmark and tokenizer post-processor update behavior are not the same issue." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both have device-placement flavor, but they affect different models and different mechanisms." + "reason": "Both involve device/offload concerns, but they affect different models and different code paths." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset failures are not the same bug." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 custom-model regressions, but one is about non-persistent buffer junk and the other is general custom model initialization; too different to merge confidently." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different issues." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both touch audio feature extraction, but the titles do not indicate the same concrete failure or fix." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failure are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different multimodal/tokenizer failures with no clear shared root cause." + "reason": "Multi-image iterable-dataset finetuning and mistral_common continue_final_message are different bugs." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Repeated pair: same conclusion, different model-loading regressions." + "reason": "T5Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Repeated pair: related v5 loading regressions, but not the same underlying bug." + "reason": "Non-persistent buffer initialization junk and custom model initialization breakage are both v5 regressions, but they do not look like the same concrete bug." } ] }, @@ -3487,7 +3364,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 11, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -3498,6 +3375,7 @@ "issue:28530", "issue:34567", "issue:36032", + "issue:42175", "issue:42915", "issue:43208", "issue:43262", @@ -3506,7 +3384,6 @@ "issue:43404", "issue:43452", "issue:43482", - "issue:43531", "issue:43582", "issue:43632", "issue:43645", @@ -3516,19 +3393,19 @@ "issue:43792", "issue:43819", "issue:43994", + "issue:44008", "issue:44062", - "issue:44265", + "issue:44206", + "issue:44220", "issue:44291", "issue:44403", "issue:44451", - "issue:44464", "issue:44466", "issue:44534", "issue:44589", "issue:44610", "issue:44811", "issue:44849", - "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -3536,247 +3413,239 @@ "issue:45325", "issue:45507", "issue:45584", - "issue:45923", - "issue:45987", + "issue:46178", "issue:46326", "issue:46661", "issue:46869", - "issue:47013", - "issue:47254" + "issue:46899", + "issue:47013" ], "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44206|issue:44220", "issue:43582|issue:43632", "issue:44987|issue:44991", - "issue:43452|issue:43482", "issue:45084|issue:45507", + "issue:43452|issue:43482", "issue:44811|issue:45584", "issue:43317|issue:43482", "issue:43746|issue:46326", - "issue:43262|issue:43377", - "issue:44403|issue:45081", + "issue:43208|issue:47013", "issue:43792|issue:46869", "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:43262|issue:43377", "issue:42915|issue:45084", "issue:43646|issue:44534", - "issue:43208|issue:47013", - "issue:43377|issue:43819", "issue:44987|issue:45081", - "issue:28530|issue:34567", + "issue:43377|issue:43819", "issue:44849|issue:45325", - "issue:43404|issue:44466", + "issue:28530|issue:34567", "issue:42915|issue:44291", + "issue:43404|issue:44466", "issue:36032|issue:43742", - "issue:44451|issue:45081", "issue:44062|issue:44987", + "issue:44451|issue:45081", "issue:43994|issue:44610", - "issue:42915|issue:44589", - "issue:44464|issue:45987", - "issue:43531|issue:44877", - "issue:45923|issue:47254", - "issue:44265|issue:44610" + "issue:44008|issue:46899", + "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "e035500a38e378c108261369ef857194d31f922462ef8af0e65e5bbcdbbb6c7d", + "prepared_review_unit_hash": "182a30a7b188908895f0e1b35fd52eb2866796710bfb2ccfc325ac391349adb2", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug; most are different model-specific regressions or unrelated trainer/tokenizer/runtime issues. The cluster is best represented by a broad custom-model init regression issue, but there is no clear duplicate PR candidate.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43646 is the broadest representative of the recurring Transformers v5 custom-model initialization regression theme, covering the shared failure class better than the narrower, more specific reports.", + "summary": "These issues are mostly only superficially related by subsystem or release, not by the same underlying defect. I would reject every soft edge. There are no PRs in the set. If one issue has to serve as the representative anchor, issue 43646 is the clearest standalone regression report.", + "confidence": 0.81, + "canonical_issue_reason": "No true duplicate cluster stands out; if a single anchor is needed, issue 43646 is the cleanest and most general regression report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most suitable umbrella issue for this cluster because it names the general breakage class directly and can subsume several v5 initialization/loading regressions.", + "best_issue_reason": "issue 43646 is concise, reproducible, and broad enough to represent a custom-model initialization regression better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: one is missing TensorFlow from an install extra, the other is a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a specific unsupported argument in LasrFeatureExtractor and the other is a generic fbank extraction issue." + }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Unrelated bugs: Apple Silicon allocator TypeError vs. Transformers v5 initialization flag regression." + "reason": "Unrelated failures: Apple Silicon TypeError in caching warmup vs Transformers v5 breaking the _is_hf_initialized flag." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading failures, but they affect different models with different tokenizer paths and no evidence of the same root cause." + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/code paths." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic gguf_file API break and the other is a model-specific Qwen2.5-GGUF failure." + "reason": "No concrete overlap: a template compilation TypeError versus an invalid-method call in GraniteMoEHybrid." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Completely different failure modes: template compilation error vs. GraniteMoEHybrid invalid method call." + "reason": "Both mention GGUF/loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode token handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different subsystems: device_map/offload dequantized loading vs. GGUF tokenizer/model loading under v5." + "reason": "Different paths: dequantized model offload with device_map=auto versus Qwen2.5-GGUF loading under v5." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different code paths: PEFT local checkpoint loading vs. mistral_common continue_final_message behavior." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask output mismatch." + "reason": "Different components and failure modes: PEFT local checkpoint loading versus tokenizer continue_final_message handling." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Unrelated: noisy transformer loading logs vs. Mistral regex patch crashing on tokenizer internals." + "reason": "Same family (xLSTM) but different bugs; one is multiple training blockers, the other is a train-mode unpacking crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Completely unrelated models and symptoms: Whisper runtime failure versus YOLO multi-GPU device-map loading failure." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom/remote-code models, but one is Jupyter custom-model init and the other is from_pretrained missing config_class." + "reason": "Both involve custom models, but one is notebook initialization and the other is remote-code from_pretrained config_class handling." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: generic loading noise versus a crash in the Mistral regex patch helper." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both audio-adjacent, but one is an apply_chat_template sampling-rate default and the other is missing padding-mask support in MIMI encoder outputs." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8/Qwen3MoE loading issue is unrelated to template compilation errors." + "reason": "No meaningful overlap: FineGrainedFP8Config failure in Qwen3Moe versus template compilation TypeError." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different bugs: custom model initialization breakage vs. non-persistent buffers filled with junk." + "reason": "Different regression classes: custom model initialization breakage versus non-persistent buffers being filled incorrectly." }, { - "left": "issue:43208", - "right": "issue:47013", - "accept": false, - "reason": "Both are xLSTM, but the reported crashes are distinct training/return_last_states bugs." + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures: one is loading physical-intelligence/fast, the other is a Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio model problems: padding-mask batching mismatch vs. DAC from_latents/forward STE mismatch." + "reason": "Both concern model math consistency, but batched-vs-single MIMI encoding and DAC from_latents mismatch are separate defects." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Different tokenizer/loading failures with no shared concrete code path." + "reason": "Different model families and symptoms: Qwen3.5 hidden-states behavior versus Qwen2.5-VL rope index scaling." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen updating are unrelated trainer issues." + "reason": "Training control-flow bug about early stopping metrics versus an unrelated TrainerState token counter not updating." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Different model-specific bugs: Qwen3.5 hidden-states behavior vs. Qwen2.5-VL rope indexing." + "reason": "Both involve recent v5-era regressions, but one is Qwen3Moe FP8 config and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Related to lm_head.weight, but one is untied weights in Mistral3 while the other is device-dependent serialization behavior." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "Both involve v5 model init/quantization, but the concrete failures differ: FineGrainedFP8Config vs. unexpected _is_hf_initialized argument." + "reason": "Both mention tied lm_head behavior, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Separate tokenizer/model-loading bugs affecting different models and error surfaces." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Different model/tokenizer failures; no evidence they share the same underlying regression." + "reason": "Tokenizer construction conflict for T5 is unrelated to the MobileLLM-125M key error on load." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer-loading problems, but the specific AddedToken keyword conflict is not the same as the physical-intelligence/fast failure." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different image-model issues: bad model/pipeline outputs vs. processor image-size mismatch." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Both touch FP8, but one is a model config/loading bug and the other is a missing storage type error." + "reason": "Different tokenizer/loading failures: AddedToken special-arg conflict versus model loading failure for physical-intelligence/fast." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Compilation/generation inconsistency and StaticCache return-type mismatch are different cache/generation bugs." + "reason": "Loading a specific model fails for unclear model-specific reasons, while the other is a tokenizer regex patch crash." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window bug vs. strict config loading for granite_speech." + "reason": "Different model types and bugs: Siglip2 nonsensical outputs versus OmDet-Turbo processor size mismatch." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Shared gradient-checkpointing wording is too broad; one is a missing capability flag, the other is a PEFT/DeepSpeed checkpoint error." + "reason": "Different Gemma-family issues: a variable-name collision in forward versus unsafe dtype casting in multimodal embedders." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor size mismatch." + "reason": "Different quantization/storage issues: Qwen3Moe FP8 config versus missing Float8 storage type." } ] }, @@ -3792,7 +3661,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 12, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -3812,8 +3681,6 @@ "issue:43322", "issue:43381", "issue:43425", - "issue:43482", - "issue:43525", "issue:43531", "issue:43540", "issue:43611", @@ -3823,23 +3690,24 @@ "issue:43792", "issue:43872", "issue:43883", - "issue:44008", - "issue:44079", "issue:44220", + "issue:44265", "issue:44291", "issue:44403", + "issue:44464", "issue:44479", "issue:44488", "issue:44534", "issue:44589", + "issue:44610", "issue:44683", "issue:44756", "issue:44811", + "issue:44877", "issue:44991", "issue:45216", "issue:45325", "issue:45357", - "issue:45663", "issue:45812", "issue:45923", "issue:45987", @@ -3847,24 +3715,28 @@ "issue:46491", "issue:46710", "issue:46821", - "issue:46899" + "issue:46899", + "issue:47254" ], "soft_pairs": [ + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:44464|issue:45987", "issue:36032|issue:41720", - "issue:44008|issue:46899", - "issue:43322|issue:43540", + "issue:44265|issue:44610", "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:43089|issue:45987", "issue:44479|issue:45325", "issue:43883|issue:44488", "issue:43425|issue:44403", - "issue:43089|issue:45987", "issue:43296|issue:43531", - "issue:45216|issue:45357", "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:44991|issue:46315", - "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:42796|issue:43746", @@ -3874,234 +3746,231 @@ "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:43883|issue:44991", + "issue:43632|issue:44756", "issue:40990|issue:44811", "issue:42796|issue:46710", - "issue:43632|issue:44756", - "issue:43482|issue:43525", - "issue:35707|issue:40444", - "issue:43531|issue:44291", - "issue:44079|issue:45663" + "issue:35707|issue:40444" ], - "prepared_review_unit_hash": "874744209a081cb23a24c4649a022425f961bbda4109095c8653126bf18111af", + "prepared_review_unit_hash": "a5fda3f0a88f86896008a15bc6bddde50d5486d7672e5672ee463645cf6c2c8e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36984, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model/tokenizer/runtime regression reports. A couple of soft pairs do look like the same underlying bug family, but most are only thematically similar and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "No single canonical issue fits the whole set: the items span many unrelated bugs across different models, tokenizers, loading paths, and performance regressions.", + "summary": "The set is mostly heterogeneous. I only see two true duplicate/continuation pairs: the Qwen3.5 save_pretrained regression (45216/45357) and the `_is_hf_initialized` loading regression (43872/44291). The rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43872 is the strongest anchor overall: it has a clear, specific failure signature, downstream references, and a close duplicate candidate that points to the same `_is_hf_initialized` compatibility break.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate; even the closest matches are narrow duplicate pairs, not a cluster-wide representative.", + "best_issue_reason": "Best overall issue because it is a high-signal regression report with broader impact and a clean duplicate-like follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config-related, but one is a Qwen3-MoE sliding_window bug and the other is a granite_speech strict-config issue; different code paths." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "One is a missing `supports_gradient_checkpointing` flag, the other is a PEFT+ZeRO-3 checkpointing error; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled-forward inconsistency vs `StaticCache.get_seq_length()` return-type mismatch; unrelated failures." + }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different models and failures: a T5 tokenizer class-name conflict vs a Qwen3 auto device-mapping cuda assert." + "reason": "Tokenizer method-name conflict vs Qwen3 auto device-mapping CUDA assert; no shared concrete bug." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure and processor image-size mismatch are different issues." + }, + { + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Both are Gemma multimodal bugs, but the symptoms and likely root causes differ: a variable-name collision vs unsafe dtype casting in 4-bit embedders." + "reason": "Both are v5-era API breakages, but one is `_is_hf_initialized` and the other is `window_size`; different failure modes." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different code paths and models: Llava Next loading segfault vs Qwen3OmniMoe video-input processing error." + "reason": "Segfault on Llava Next loading vs a video-input `ValueError` in Qwen3OmniMoe; different concrete bugs." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Unrelated issues: a Transformers v5 initialization flag break vs a TimesFM window_size attribute error." + "reason": "Generation synchronization overhead is a performance issue; cache length shape/type is a correctness bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Closely related Qwen VL regressions, but the reported symptoms are different enough here: broad video-input regression across several models vs still-image temporal position_id scaling in Qwen2.5-VL." + "reason": "Both touch Qwen VL position/video handling, but one is a broad video-input regression and the other is a still-image temporal scaling bug; not enough to call them the same." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different bugs: missing all_tied_weights_keys on MolmoForCausalLM vs a tokenizer-loading failure for cjvt/sleng-bert." + "reason": "`all_tied_weights_keys` missing vs a model-loading failure for `cjvt/sleng-bert`; different symptoms and likely different causes." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "No shared underlying bug; one is torch version incompatibility, the other is a noisy-loading/logging issue." + "reason": "Torch 2.10 incompatibility vs noisy loading messages; not the same underlying issue." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Performance overhead in generation vs a StaticCache return-type contract bug; not the same defect." + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window behavior; unrelated." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs sliding_window behavior on Qwen3-MoE." + "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL temporal position-id scaling; different bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents after save_pretrained, with 45357 narrowing it to visual encoder keys." + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the later one is a narrower restatement about incorrect visual encoder keys." }, { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL, but one is multi-image IterableDataset finetuning failure and the other is temporal position_id scaling; too different to merge." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both point to the same `_is_hf_initialized` argument compatibility break in transformers v5-related loading paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading failure vs non-persistent buffer initialization junk." + "reason": "Both are transformers v5 regressions, but one breaks loading via `base_model_prefix` and the other corrupts non-persistent buffers; distinct code paths." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated audio-feature extraction issue vs compiled flex_attention failing on newer torch." + "reason": "`_torch_extract_fbank_features()` vs compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both tokenizer-related, but one is a load failure and the other is a v5 performance regression in convert_tokens_to_ids." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility introduced by transformers v5/rc0; one manifests through bitsandbytes Int8Params and the other through init_empty_weights model loading." + "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; not the same bug." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different multimodal dtype bugs in different models; not the same concrete code-path failure." + "reason": "Both are dtype/quantization-related multimodal issues, but they involve different models and different casting paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise during loading vs tokenizer loading failure; no common underlying defect." + "reason": "Unnecessary loading noise vs tokenizer load failure; different severity and cause." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Different models and problems: BPE-marker handling in a tokenizer vs GraniteSpeech PEFT local-checkpoint loading." + "reason": "Tokenizer BPE-marker handling vs PEFT-adapter local checkpoint loading; unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue for CodeLlama." + "reason": "Granite token-ID regression vs CodeLlama leading-space round-trip bug; both tokenizer regressions, but not the same one." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Different semantics: eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code variant." + "reason": "Eval-mode checkpointing restriction vs missing gradient-checkpointing support flag; different issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different failures: `_is_hf_initialized` constructor incompatibility vs missing Float8 storage object." + "reason": "Unexpected `_is_hf_initialized` kwarg vs missing Float8 storage class; unrelated loading failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model loading/run failure is unrelated to the Float8 storage object error." + "reason": "Whisper runtime/load failure vs storage-object lookup failure; no shared root cause." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training-related, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer/model-loading issues with no shared root cause." + "reason": "Both are Qwen-VL training-related, but multi-GPU training and multi-image iterable-dataset failures are different problems." }, { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Completely different areas: perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Tokenizer BPE-marker handling vs an accuracy regression after upgrading Transformers; too broad and not the same defect." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to the multi-image finetuning failure." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag break vs mmap-induced OOM on Strix Halo." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Different model-loading failures: Qwen2.5 GGUF with transformers v5 vs Llama4Config missing pad_token_id." + "reason": "A v5 initialization/API regression and a Strix Halo mmap OOM workaround are not the same bug." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Different generation/finetuning failures on different model families; no shared underlying bug." + "reason": "Perplexity regression vs `batch_decode()` ignoring `skip_special_tokens`; different behavior." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Unrelated issues: Qwen3-MoE sliding_window behavior vs `_is_hf_initialized` constructor incompatibility." + "reason": "Tokenizer BPE-marker handling vs an accuracy regression after upgrade; too broad to merge." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Both mention model internals, but one is a ModelOutput key assignment bug and the other is a Gemma4 FSDP2 attention KeyError." + "reason": "Missing `all_tied_weights_keys` vs tokenizer loading failure for a specific model; different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed mostly heterogeneous, and the two accepted soft pairs are reasonably supported as same-bug families. The rejected pairs do not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well supported by the issue titles/descriptions: 45216/45357 are clearly the same Qwen3.5 save_pretrained regression, and 43872/44291 both point to the same `_is_hf_initialized` compatibility break. The other pairwise rejections are appropriately cautious and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -4114,7 +3983,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 13, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -4125,7 +3994,6 @@ "issue:40444", "issue:41720", "issue:42175", - "issue:42796", "issue:42915", "issue:43296", "issue:43317", @@ -4134,7 +4002,8 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43606", + "issue:43525", + "issue:43531", "issue:43611", "issue:43644", "issue:43646", @@ -4162,6 +4031,7 @@ "issue:45491", "issue:45538", "issue:45542", + "issue:45663", "issue:45701", "issue:45812", "issue:45834", @@ -4171,245 +4041,255 @@ "issue:47217" ], "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", "issue:41720|issue:45081", "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:44462|issue:45812", - "issue:44509|issue:46909", "issue:43296|issue:46821", "issue:43482|issue:45538", "issue:42175|issue:43296", "issue:44079|issue:44534", "issue:43317|issue:43856", + "issue:44509|issue:46909", "issue:43611|issue:43646", "issue:43377|issue:45491", + "issue:43818|issue:46402", "issue:43644|issue:44079", "issue:44265|issue:45072", - "issue:43818|issue:46402", "issue:40444|issue:45381", "issue:45325|issue:45834", "issue:43818|issue:45357", "issue:43493|issue:43994", "issue:45325|issue:45381", - "issue:44829|issue:45479", - "issue:43454|issue:44466", "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:44829|issue:45479", "issue:40444|issue:47217", "issue:42915|issue:43482", "issue:43873|issue:45701", - "issue:43701|issue:45325", - "issue:42796|issue:45381", - "issue:43606|issue:44265" + "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "edee3259cb1dd0b1e5c7bb9f0c9746994e8a1a64d790a0c7f82a6de0739bd80c", + "prepared_review_unit_hash": "245a52f3eeef38d95f1c2d6b7c030ba5f6c1283271541d8b99071f86a6607a28", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36082, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated tokenizer, model-loading, multimodal-positioning, offload, packaging, and docs issues. None of the soft edges are strong enough to merge into one underlying bug/change. The closest theme is v5 model-loading regressions, so #43611 is the most representative issue.", + "summary": "This is a heterogeneous mix of closed/open issues across unrelated areas (multimodal vision, tokenization, config loading, offloading, packaging, docs). Most soft pairs are only superficially similar; only a couple look like the same concrete bug.", "confidence": 0.84, - "canonical_issue_reason": "#43611 is the cleanest, most broadly representative v5 regression in the set: it is concrete, reproducible, and centered on model loading/init behavior, which is the closest common thread among the few nearby issues.", - "canonical_pr_reason": null, - "best_issue_reason": "#43611 is the best single issue to anchor the cluster because it is specific, technically meaningful, and closer to the shared v5 loading/init failures than the more niche or unrelated reports.", - "best_pr_reason": null, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated regressions and feature bugs rather than one duplicate theme.", + "canonical_pr_reason": "No PRs were provided in this cluster, so there is no canonical PR candidate.", + "best_issue_reason": "No global best issue: the cluster is not a coherent duplicate set, so no single issue cleanly represents it.", + "best_pr_reason": "No PRs in the input, so there is no best PR candidate.", "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading regressions, but one is Qwen3-MoE sliding_window behavior and the other is init_empty_weights/_is_hf_initialized handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failure modes: Qwen2.5-GGUF loading under v5 vs Llama4Config missing pad_token_id." + }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different failures: Qwen3 auto-device-map CUDA assert vs. Mistral tokenizer regex patch crash." + "reason": "Unrelated problems: cudaErrorAssert with Qwen3 auto device mapping vs Mistral tokenizer regex patch crashing on backend_tokenizer." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is BOS/EOS insertion behavior; different bugs." + "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging/backend dependency omission is not the same as a tf-backend undefined error at runtime." + "reason": "Both touch TensorFlow packaging/backend, but one is missing tf from the torch extra and the other is a tensorboard-only backend error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite are distinct tokenizer-loading problems." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Both are documentation-related, but they concern different docs/examples and different fixes." + "reason": "Related tokenizer regressions, but one ignores tokenizer.json while the other mis-tokenizes Granite models; not the same concrete bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated code paths." + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs TimesFM window_size AttributeError." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading regression and CLIPTokenizer max_length constant are unrelated." + "reason": "Both are loading/tokenizer-related, but Qwen2.5-GGUF v5 loading is unrelated to CLIPTokenizer's huge model_max_length." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "A missing TensorFlow backend dependency is not the same as a specific multimodal model loading failure." + "reason": "Packaging/backend issue vs model loading failure in vLLM; not the same underlying bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug and non-persistent buffer junk are different low-level regressions." + "reason": "ModelOutput key assignment is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU/CPU offload load failure and MoE training memory inefficiency are not the same bug." + "reason": "Different issues in the memory/offload space: dequantized model offload loading vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs and different removed/example content." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete defect." + "reason": "Both mention Transformers 5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Batch-vs-single mismatch from missing padding-mask support is different from Gemma3 NaNs with sliding-window all-padding windows." + "reason": "Both are batching/padding-related, but they affect different models and different mechanisms." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure bugs: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loading." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated internals bugs." + "reason": "Non-persistent buffer serialization bug vs ModelOutput key assignment bug; unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatch in bfloat16 inference." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Video-LLaVA temporal attention/weight-sharing issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images per prompt and the other is video position_ids." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling and Kosmos2.5 OCR index errors are different models and different failures." + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA weight/tower bug and Qwen3.5 visual encoder key serialization are unrelated." + "reason": "Both involve vision models, but the first is Video-LLaVA architecture/loading and the second is Qwen3.5 save_pretrained key handling." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both are SigLIP2-related, but one is HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline output; insufficient evidence of one underlying bug." + "accept": true, + "reason": "Same underlying SigLIP2 implementation issue: HF vs JAX discrepancy aligns with the model producing nonsensical outputs in AutoModel/pipeline." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image rope scaling and the other is video-input vision_position_ids; close, but not clearly the same concrete defect." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id/rope-index bug in transformers 5.3.0, just manifested for still images vs video input." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different sequence-classification regressions with different triggers and model families." + "reason": "Both are loading/config strictness regressions, but they involve different models and different failure points." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tie-lm-head weight loading and inconsistent lm_head serialization are related only at a very high level, not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug causing bad generation and the other is device-dependent serialization inconsistency." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict config loading for granite_speech are different v5 compatibility problems." + "reason": "Different degenerate-training bugs: flash_attention_3 vs single_label_classification with num_labels=1." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Multiple-images-per-prompt finetuning failure and image-placeholder-in-user-text failure are different VL prompt parsing issues." + "reason": "Both are VL-image prompt issues, but one is finetuning with multiple images and the other is image-placeholder placement in user text." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Different problem domains: Qwen3MoE FineGrainedFP8Config failure vs Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenization changes across versions are not the same bug." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope scaling are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different tokenizer vs multimodal model bugs." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch and torch.export failures with torch_compilable_check are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, there are no PRs to canonicalize, and the conservative stance on most soft pairs matches the item titles. The two accepted soft pairs are plausibly the same underlying bug family (SigLIP2 implementation discrepancy; Qwen2.5-VL position/rope indexing), and the other verdicts avoid overclaiming. No mergeability issues apply because there are no PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4418,7 +4298,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 14, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -4463,6 +4343,7 @@ "issue:44977", "issue:44991", "issue:45072", + "issue:45381", "issue:45584", "issue:45759", "issue:45823", @@ -4475,252 +4356,266 @@ "issue:46821" ], "soft_pairs": [ - "issue:40990|issue:45584", + "issue:42796|issue:45381", + "issue:43606|issue:44265", "issue:44479|issue:45823", - "issue:43262|issue:43746", + "issue:40990|issue:45584", "issue:43828|issue:46821", - "issue:35707|issue:41720", + "issue:43262|issue:43746", "issue:34634|issue:35707", - "issue:44186|issue:44265", + "issue:35707|issue:41720", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:41553|issue:43582", - "issue:42796|issue:46209", "issue:45823|issue:46821", - "issue:44568|issue:45920", + "issue:42796|issue:46209", "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:40990|issue:42947", + "issue:43749|issue:44534", "issue:43317|issue:43873", + "issue:36331|issue:42617", "issue:43454|issue:43720", - "issue:43749|issue:44534", "issue:43377|issue:44898", "issue:43572|issue:45759", - "issue:36331|issue:42617", - "issue:46305|issue:46315", "issue:41720|issue:43322", + "issue:46305|issue:46315", + "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:43322|issue:46050", - "issue:36331|issue:42915", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "9b67e399937a37f621a91051a0e046e3ed292f0702105db9c60e783b9351716c", + "prepared_review_unit_hash": "7b752aedfa116adbc4248da3bcbb35910c836d5644aed05ed2407b3d1fa3f354", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36475, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab bag of mostly unrelated model-, tokenizer-, loading-, and runtime-specific bugs. None of the soft pairs look like the same underlying issue, so all suggested duplicate edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single true duplicate cluster emerges from these items; if one issue must anchor the group, issue 43873 is the broadest and most actively discussed offloading/quantization bug among them.", + "summary": "The cluster is mostly heterogeneous: the items share broad themes around Transformers model loading, generation, tokenization, and offloading, but the soft pairs are not the same concrete bug/change. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest umbrella among the set (offloading + quantization) and has the strongest potential to absorb nearby loading/offload reports, though the cluster is still too mixed to treat it as a true duplicate anchor for most items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone representative: it is open, well-scoped, and has the most evidence of an ongoing, reproducible runtime problem.", + "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster because it is open, broadly scoped, and closer than the others to multiple offloading/loading regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Different failures: high perplexity on one model vs Whisper empty-transcription generation after token alignment." + "reason": "Tokenizer BPE-marker handling vs a video-input vision_position_ids regression; different models and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark vs torch.export failure for torch_compilable_check; unrelated code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants; the other is a Gemma4 device-mapping mismatch." + "reason": "Different model families and symptoms: video-input regression vs Gemma4 PLE device mismatch." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT checkpoint loading; different code paths." + "reason": "High perplexity on gpt-oss is not the same bug as Whisper empty-transcription generation failure." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi MoE vs a TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + "reason": "Audio processor sampling-rate defaulting vs GraniteSpeech PEFT checkpoint loading; different layers of the stack." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure is a different subsystem from generation with inputs_embeds and past_key_values." + "reason": "Bark voice_preset bug vs inputs_embeds/past_key_values generation issue; not the same failure." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." + "reason": "Generation with inputs_embeds/past_key_values vs Qwen3 auto device-map assert; different mechanisms." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different symptoms and mechanisms: CUDA assert on Qwen3 vs Gemma4 forward device mismatch." + "reason": "Both involve device placement, but different models and distinct failures (cuda assert vs PLE mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation vs export failure for torch_compilable_check; unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both touch generation/runtime, but one is Bark CPU-offload device mismatch and the other is DAC from_latents vs forward STE behavior." + "reason": "Both are model computation mismatches, but Bark CPU-offload failure and DAC STE mismatch are different bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are distinct model-specific issues." + "reason": "Weight-tying bug in AyaVision vs torch.compile+SDPA bug in Bamba; unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weights not converted during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE accelerate/deepspeed loading bug vs missing supports_gradient_checkpointing flag; different root causes." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon allocator TypeError." + "reason": "Tokenizer loading error for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 forward device mismatch vs TimesFM window_size AttributeError; different areas." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems with different components." + "reason": "Tokenizer BPE-marker bug vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Gemma4 device mismatch during forward has nothing to do with TimesFM window_size attribute handling." + "reason": "3d_parallel.py runtime issue vs FineGrainedFP8Config failure in Qwen3Moe; different components." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenization behaviors and different model families." + "reason": "Perplexity regression on a model vs ineffective gradient checkpointing with LoRA; not the same bug." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "reason": "Missing BOS/EOS special tokens on one tokenizer vs wrong token IDs across many tokenizers; different regression classes." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask output mismatch is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor/model size mismatch; unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different bug classes: weight tying vs bfloat16 dtype mismatches in inference." + "reason": "Weight-tying bug vs dtype mismatch in bfloat16 inference; different code paths." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Perplexity anomaly on a model is unrelated to gradient checkpointing ineffective with PEFT LoRA." + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffer initialization regression; not the same issue." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader quantized offloading regression." + "reason": "Both involve offloading/quantization, but one is a specific dequantized-load failure and the other is a broader offloading regression." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading problems." + "reason": "Trainer API signature mismatch vs 3d_parallel.py execution failure; unrelated." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk are different transformer-state issues." + "reason": "AyaVision lm_head tying bug vs BitNet packed-weight unpacking during accelerate load; different models and fixes." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching bug and Perceiver non-default resolution failure are different model-specific behaviors." + "reason": "MIMI batch-padding inconsistency vs Perceiver non-default resolution failure; unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to unwraping text_config for composite Qwen multimodal configs." + "reason": "StableLm config missing pad_token_idx vs Qwen multimodal config unwrapping; different config-loading bugs." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution failure." + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segfault on load; different families and failure modes." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated bugs." + "reason": "MoonshineStreaming off-by-one masking bug vs tokenizer lookup performance regression; unrelated." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different loading failures." + "reason": "CustomTrainer loss-signature error vs Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are separate regression types." + "reason": "Strict config rejection for granite_speech vs tokenizer loading failure for est-roberta; different artifacts." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault on Llava Next model load is not the same as sinq quantized model save/load breakage." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are unrelated." + "reason": "Llava Next load-time segfault vs sinq save/load quantization breakage; unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert with device mapping and flash-attention generation failure are different Qwen3.5 issues." + "reason": "Same model family, but cudaErrorAssert under device mapping is not the same as flash-attention generation failure." } ] }, @@ -4736,7 +4631,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 15, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -4748,7 +4643,6 @@ "issue:28530", "issue:33666", "issue:36010", - "issue:36331", "issue:40990", "issue:41720", "issue:42617", @@ -4758,9 +4652,7 @@ "issue:43317", "issue:43404", "issue:43450", - "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43646", @@ -4771,6 +4663,7 @@ "issue:44008", "issue:44186", "issue:44387", + "issue:44423", "issue:44451", "issue:44466", "issue:44488", @@ -4780,6 +4673,7 @@ "issue:45072", "issue:45161", "issue:45357", + "issue:45406", "issue:45685", "issue:45701", "issue:45704", @@ -4802,237 +4696,230 @@ "issue:43873|issue:44756", "issue:26413|issue:28530", "issue:44186|issue:45072", - "issue:43065|issue:46402", - "issue:43295|issue:45701", "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", "issue:46612|issue:46858", + "issue:36010|issue:42617", "issue:43881|issue:44488", "issue:43646|issue:46665", - "issue:36010|issue:42617", "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:44451|issue:47020", "issue:44186|issue:44610", "issue:43550|issue:43606", "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:43531|issue:43572", - "issue:42915|issue:46291", + "issue:44610|issue:44898", "issue:44008|issue:45823", - "issue:36331|issue:41720" + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "9d3973251771de6b934d530efdd31ee32efc29f21f554de48715e9b3b4200763", + "prepared_review_unit_hash": "9af34760c42f875ad70b8477b63856a60efab6a2e5ba23f1fd2d18c664922452", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36663, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad keywords or subsystem names, but they describe different bugs, models, and fix paths. I would not merge any of the suggested duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated training, loading, tokenizer/processor, quantization, device-map, and model-specific failures.", + "summary": "No soft pair looks like a true duplicate: the items share broad themes like checkpointing, quantization, device-mapping, tokenization, or multimodal loading, but each pair points to a different code path and fix. No PRs are present; 43873 is only the best issue anchor because it is the broadest active offloading/quantization report.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical duplicate stands out across this heterogeneous set; if forced to pick an anchor, 43873 is the broadest active issue because it has the most discussion/inbound references and sits at the center of the offloading/quantization subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is not a true duplicate set and lacks one common underlying bug.", + "best_issue_reason": "43873 is the most useful representative issue: it is active, broad, and closest to the main recurring theme of offloading/quantization/device-placement problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both involve memory/perf symptoms, but one is int4 quantization OOM while the other is a T5 RMSNorm memory leak; different root causes and fixes." + "reason": "Both mention memory pressure, but 44387 is an int4 quantization/OOM regression while 45704 is a T5-specific apex.FusedRMSNorm leak; different root causes and fixes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on GPT-OSS vs tokenization changes across versions are different problems; only the general topic of model output quality overlaps." + "reason": "40990 is about anomalously high perplexity on a specific model/eval setup, while 45701 reports version-dependent tokenization changes; not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and failure to run 3d_parallel.py are unrelated failures." + "reason": "41720 is a Qwen3 auto-device-map cuda assert, whereas 42617 is a failure to run 3d_parallel.py; different failure modes and code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug and tokenization changes are different components and bugs." + "reason": "43450 is a batched video-processor shape bug, while 45701 is a tokenizer behavior change across versions; unrelated components." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; not the same bug." + "reason": "44466 concerns lm_head weight serialization/tied weights, while 45357 is about incorrect visual encoder keys in save_pretrained; separate model parts." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload misbehavior versus mmap-induced OOM on Strix Halo are different underlying issues." + "reason": "Both are offload/OOM themed, but 43873 is quantization offloading behavior and 44756 is mmap being disabled on Strix Halo to avoid OOM; different mechanisms." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and early stopping metric lookup are separate trainer bugs." + "reason": "26413 is a resume_from_checkpoint epoch_iterator failure, while 28530 is early stopping disabling due to a missing eval metric; distinct Trainer logic." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/NER crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "44186 is a LayoutLMv2Tokenizer crash on NER/batching, while 45072 is a dtype mismatch in bf16 inference; different layers of the stack." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Model text-encoder weights not loaded are distinct Sam3 issues." + "reason": "45685 is an MPS histogram kernel limitation for int tensors, while 46821 is a TimesFM window_size attribute error; unrelated bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer/image regression after v4.57.5 is not the same as version-dependent tokenization changes." + "reason": "43295 is a regression around processor.tokenizer and passing images to tokenizer, whereas 45701 is a broader tokenization change; not the same issue." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "44451 is a model loading failure for a specific checkpoint, while 47020 is an XLMRobertaTokenizer constructor/type bug; different failure sites." + }, + { + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "An MPS histogram-int limitation in moe code and a TimesFM window_size AttributeError are unrelated." + "reason": "43065 is about a dummy Conv2d in Sam3PixelDecoder, while 46402 is about Sam3Model text encoder weights not loading; separate subsystems." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/generation, but one is missing beam-search cache reorder support and the other is static-cache slice arithmetic on non-CUDA backends; different fixes." + "reason": "46612 is beam-search cache reorder being skipped for certain models, while 46858 is a static-cache seq_length tensor arithmetic bug; different generation internals." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "36010 is an import error for GenerationMixin, while 42617 is a 3d_parallel.py execution failure; no shared underlying bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model loading failures for different models; no shared concrete code-path bug is evident." + "reason": "Both are loading failures, but they concern different models and different load-time issues; not the same bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve loading/init patterns, but v5 custom model initialization breakage and from_pretrained-in-class inconsistency are not the same failure mode." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + "reason": "Both touch model initialization, but 43646 is a Transformers 5.0 custom-model init breakage and 46665 is inconsistent from_pretrained behavior inside Python classes; different defects." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." + "reason": "43550 is a torch.compile/SDPA failure in Bamba, while 43720 is packed-weight unpacking during accelerate loading; different code paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype remaining float32 and incorrect max_steps on checkpoint resume are unrelated bugs." - }, - { - "left": "issue:44451", - "right": "issue:47020", - "accept": false, - "reason": "Both are tokenizer/model loading related, but a specific model load failure and an XLMRobertaTokenizer constructor type mismatch are different issues." + "reason": "43577 is about dtype propagation in Blip2 loading, while 43708 is a Trainer max_steps resume calculation bug; unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and OmDet-Turbo processor size mismatch are distinct processor/model bugs." + "reason": "44186 is a tokenizer crash, while 44610 is a processor/model input-size mismatch for OmDet-Turbo; different model families and fixes." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and suno/bark-small CPU-offload device mismatch are different bugs." + "reason": "Both involve model execution failures, but one is SDPA compile behavior and the other is CPU offload device mismatch; not the same underlying problem." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are both quantization-related but not the same concrete problem." + "reason": "42915 is a FineGrainedFP8Config failure for Qwen3Moe, while 43317 is a dequantized model load failure with gpu+cpu offload; different quantization/offload paths." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head tying/serialization in Mistral3 differs from incorrect visual encoder key saving in Qwen3.5." + "reason": "43404 is about lm_head weight tying in Mistral3, while 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained; different bugs." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "46821 is a TimesFM attribute error, while 46869 is a YOLO multi-GPU device-map auto failure; unrelated model/runtime issues." }, { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both mention image sizes/resolution, but they affect different models and different preprocessing/model-assumption mismatches." - }, - { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Early stopping metric configuration and Qwen2-VL multi-GPU training are unrelated." + "reason": "41720 is a Qwen3 auto-device-map cuda assert, while 45161 is GPT-OSS tensor-parallel not working; both are distributed/runtime issues but not the same bug." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel support are different distributed-inference issues." + "reason": "Both involve image sizing, but 44610 is a processor emitting the wrong resolution and 44898 is Perceiver failing on non-default resolution despite interpolation support; different root causes." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated config bugs." + "reason": "44008 is a Gemma3n forward variable-name collision, while 45823 is a Gemma4 PLE device-mismatch during forward; different models and failures." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirements are different problems." + "reason": "28530 is early-stopping metric resolution, while 33666 is a multi-GPU training issue for Qwen2-VL; not the same underlying bug." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Gemma 3n variable collision in forward and Gemma4 PLE device mismatch with auto device_map are distinct bugs." + "reason": "Both are serve/multimodal crashes, but 44423 is a continuous-batching str.to error and 45406 is a missing _tokenizer attribute on Gemma4Processor; distinct code paths." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:45704", + "right": "issue:46291", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 CUDA assert are unrelated." + "reason": "45704 is a T5 apex RMSNorm memory leak, while 46291 is an import-time kernels dependency/version error; unrelated." } ] }, @@ -5048,7 +4935,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 16, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -5063,18 +4950,20 @@ "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42915", "issue:43257", "issue:43316", "issue:43322", - "issue:43425", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43550", + "issue:43572", "issue:43653", + "issue:43716", "issue:43746", "issue:43782", "issue:43873", @@ -5082,7 +4971,6 @@ "issue:43883", "issue:44186", "issue:44361", - "issue:44423", "issue:44464", "issue:44492", "issue:44509", @@ -5092,7 +4980,6 @@ "issue:44743", "issue:44913", "issue:44991", - "issue:45406", "issue:45632", "issue:45684", "issue:45701", @@ -5106,210 +4993,217 @@ "issue:47254" ], "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36331|issue:41720", "issue:44734|issue:46858", - "issue:44423|issue:45406", "issue:44671|issue:44743", "issue:44464|issue:46858", "issue:44186|issue:44361", "issue:45632|issue:45684", + "issue:43716|issue:46821", "issue:28530|issue:30064", - "issue:43425|issue:46821", "issue:43316|issue:44913", "issue:43881|issue:44991", - "issue:45701|issue:47145", "issue:29159|issue:36032", - "issue:43526|issue:43883", - "issue:33357|issue:35707", + "issue:45701|issue:47145", "issue:42915|issue:43322", "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:43526|issue:43883", + "issue:33357|issue:35707", "issue:43873|issue:45704", - "issue:44492|issue:44509", "issue:43540|issue:43782", "issue:43531|issue:45759", - "issue:43452|issue:47020", + "issue:44534|issue:46665", + "issue:41720|issue:43746", "issue:43257|issue:47254", "issue:43550|issue:43653", - "issue:44534|issue:46665", - "issue:41720|issue:43746" + "issue:44492|issue:44509" ], - "prepared_review_unit_hash": "44cadb96fb027840def8c9eb08e21ab610e56b6d7b439be69dd0dfb144b6ef09", + "prepared_review_unit_hash": "8f5192116eb7dcb8c6212310ab00656ce3f82947ac09c9cafa32c176ee22b134", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35156, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "soft_pair_count": 26, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different models, tokenizers, processors, and runtime paths. I found no pair that is clearly the same underlying issue, so all soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the strongest representative issue here: it is active, broadly scoped, and has notable downstream references, making it the best general triage anchor among the listed issues.", + "summary": "This cluster is a heterogeneous mix of unrelated issue reports; the proposed soft edges are all false positives, so there is no single canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it is open, impacts a common runtime area (offloading/quantization), and is more central than the narrow model-specific reports around it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both involve cache/indexing in generation, but they hit different code paths: serve KV-cache continuation vs static-cache prefill arithmetic on non-CUDA backends." + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch vs Qwen3 auto device mapping GPU assert; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Both are serve/multimodal crashes, but the failures differ: one is a string `.to()` error in continuous batching, the other is a missing `_tokenizer` attribute in `Gemma4Processor`." + "reason": "Both involve cache logic, but one is serve KV continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and symptoms: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset with cache." + "reason": "Different model families and failures: CamemBERT masked-LM prediction drift vs Qwen3 recurrent-state reset with cache." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention compiled generation/cache behavior, but one is chunked generation inconsistency in compiled forward while the other is a device-tensor length bug in static-cache prefill arithmetic." + "reason": "Chunked generation inconsistency under compiled forward is a different bug from device-tensor seq-length arithmetic in static cache." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they are distinct bugs in different tokenizers and tasks: NER/padding crashes vs MLuke task AttributeError." + "reason": "Both are tokenizer-related, but they concern different tokenizers, different tasks, and different failure modes." }, { "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 permissions. Same broad area, different underlying bug." + "reason": "One is remote-code cache path collision; the other is permissions propagation in save_pretrained/register_for_auto_class." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Completely different domains: early-stopping metric selection versus image processor handling of void segmentation maps." + "reason": "Image preprocessor/model dtype mismatch is unrelated to a TimesFM window_size attribute error." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "A Torch version compatibility report does not match a TimesFM `window_size` AttributeError; different failures and code paths." + "reason": "Early-stopping metric lookup and void segmentation-map processing are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API-ish issues, but one concerns `Gemma3TextConfig` parity while the other is GPTNeoX `rotary_pct` persistence on reload." + "reason": "Gemma3TextConfig API inconsistency is unrelated to GPTNeoX rotary_pct persistence on reload." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different loading failures for different models: GLM-4V model load versus tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different loaders and failure classes: GLM-4V loading failure vs tokenizer loading regression for a specific model." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but one is slow/fast inconsistency and the other is a T5 special-token method-name conflict." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "One is a version-dependent tokenization change, the other is FP8 checkpoint loading missing weight scale application. Not the same bug." + "reason": "Tokenization changes across versions is unrelated to FP8 compressed-tensor weight-scale loading corruption." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both involve tokenizers, but one is slow/fast inconsistency in general while the other is a T5-specific `add_special_tokens` name conflict." + "reason": "Qwen3MoE FP8 config failure and Llava Next segmentation fault are different models and different code paths." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Different components and failures: BEiT image-processor label reduction versus Molmo missing `all_tied_weights_keys`." + "reason": "Image segmentation-map processing and BarkProcessor voice preset handling are unrelated." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Unrelated problems: MacOS bus error with a community CLIP model versus progressive generation with `inputs_embeds` and `past_key_values`." + "reason": "GGUF loading regression is unrelated to XLMRobertaTokenizer's Unigram vocab type error." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both are model-loading/runtime issues, but one is Qwen3MoE FP8 config handling and the other is Llava Next segmentation fault." + "reason": "BEiT image-label reduction bug and Molmo tied-weights attribute error are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Different processor bugs: void segmentation maps in an image processor versus BarkProcessor `voice_preset` handling." + "reason": "MacOS bus error with CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak report." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategy text is not the same underlying problem as stale docs still listing removed pipeline tasks." + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen3 multimodal models, but one is a video-input ValueError and the other is a `weight_only=True` load error for Qwen3VL." + "reason": "Different multimodal Qwen3 issues: video-input processing vs weight_only loading error for Qwen3VL." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3-family issues, but one is sliding-window behavior in MoE models and the other is config unwrapping for multimodal `text_config`." + "reason": "Both are Qwen3-family issues, but sliding_window handling in MoE models is not the same as text_config unwrapping in composite multimodal configs." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Different tokenizer/loading failures: `gguf_file` breaks generic from_pretrained flows, while XLMRobertaTokenizer passes a dict where Unigram expects a sequence." + "reason": "CUDA assert during auto device mapping is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Both mention distributed training tooling, but one is Qwen3 MoE weight conversion under accelerate+deepspeed and the other is a PEFT/ZeRO-3 checkpoint error." + "reason": "DeepSpeed/accelerate MOE weight conversion failure is different from a PEFT ZeRO-3 checkpointing error." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Completely unrelated: Bamba torch.compile/SDPA issue versus a tokenizer special-token registration bug in BigBird." + "reason": "Torch.compile with SDPA on Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Different bugs: non-persistent buffers corrupted in v5 versus inconsistent `from_pretrained` behavior inside Python classes." - }, - { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Distinct model/runtime failures: Qwen3 auto device mapping CUDA assert versus GraniteSpeech PEFT local checkpoint loading." + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not the same bug." } ] }, @@ -5325,7 +5219,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 17, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -5339,10 +5233,10 @@ "issue:39692", "issue:41720", "issue:42490", + "issue:42886", "issue:43329", "issue:43381", "issue:43388", - "issue:43421", "issue:43531", "issue:43540", "issue:43606", @@ -5351,14 +5245,16 @@ "issue:43720", "issue:43746", "issue:43844", - "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", @@ -5376,20 +5272,18 @@ "issue:45859", "issue:46050", "issue:46402", - "issue:46655", "issue:46665", - "issue:46693", "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:42490|issue:43329", "issue:43606|issue:43720", + "issue:42490|issue:43329", "issue:34567|issue:35707", + "issue:45406|issue:45464", "issue:43531|issue:46821", "issue:34634|issue:41720", "issue:43531|issue:44589", - "issue:45406|issue:45464", "issue:43606|issue:43653", "issue:43388|issue:45059", "issue:45759|issue:45859", @@ -5402,219 +5296,228 @@ "issue:44062|issue:44451", "issue:44898|issue:45072", "issue:44625|issue:45479", - "issue:43381|issue:43844", - "issue:39692|issue:44610", "issue:41720|issue:45704", - "issue:43381|issue:45704", - "issue:43746|issue:46050", - "issue:44368|issue:45357", "issue:44918|issue:44936", - "issue:46655|issue:46693", - "issue:43421|issue:43927" + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:44368|issue:45357" ], - "prepared_review_unit_hash": "c9c690c75dd114e281c9be2424a2ad55b68c0801daf062ffebb64b376283d5e8", + "prepared_review_unit_hash": "e42621a9d78b7dfbd9f7cdcae7ad62722248385df1a0535cfdf283cc8c498a8e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36420, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous; the soft pairs span unrelated subsystems and none look like true duplicates. If a single issue must anchor the cluster, #46693 is the best representative because it has the strongest engagement and a clear, reproducible regression report.", - "confidence": 0.14, - "canonical_issue_reason": "#46693 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete regression with a broad repro, whereas the rest are mostly narrow, unrelated bugs.", + "summary": "Mostly a heterogeneous set of unrelated bug reports with a few lexical false positives. I see two true duplicate pockets: the Qwen2_5_VLProcessor batched `padding=False` crash, and an HF_HUB_OFFLINE tokenizer/cache regression. Everything else looks distinct.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue fits the whole set: the items span unrelated bugs across different models and code paths. If a representative standalone bug is needed, issue:42886 is the clearest.", "canonical_pr_reason": null, - "best_issue_reason": "#46693 is the best overall issue candidate here because it is well-scoped, high-signal, and likely to be triaged independently without depending on another issue.", + "best_issue_reason": "issue:42886 is the strongest standalone report: it has a precise environment trigger (`HF_HUB_OFFLINE=1`), a narrow failure mode, and a clear regression signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Different bugs: local-path slash import warning vs undefined names in multimodal token counting." + "reason": "Both are CI/runtime failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking; different bug classes and code paths." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Different model/load paths: Bark CPU offload mismatch vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Local-path import warning vs undefined video-token helpers in multimodal token counting; no shared underlying defect." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Unrelated training-state counter bug vs generation behavior with inputs_embeds/past_key_values." + "reason": "Trainer metric not updating and generation with `inputs_embeds`/`past_key_values` are unrelated training vs generation bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different server failures: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming inference crash." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but they are different models and different failure modes (sliding_window vs window_size attribute error)." + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window` and the other is TimesFM `window_size` attribute handling; different issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Completely unrelated: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice preset handling and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different subsystems and causes; sliding window behavior is not the same as Float8 storage loading failure." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different code paths: Gemma4Processor server crash vs Qwen3.5 streaming chat/completions failure." + "reason": "`sliding_window` behavior in Qwen3-MoE is not the same as the float8 storage lookup error." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different root causes: device-mismatch under CPU offload vs BigBirdTokenizer special-token registration." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration are separate problems." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Training metric gathering bug is unrelated to SAM3 text/box interaction behavior." + "reason": "Tuple-label truncation in `gather_for_metrics` is unrelated to SAM3 text/box behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping bug and CPU-offload rotary-embedding incompatibility are separate issues." + "reason": "Composite Qwen config unwrapping vs CPU-offload incompatibility in rotary embedding; different code paths." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but the affected models and likely root causes differ." + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." + "reason": "Video-input processing failure and cache sequence-length slice arithmetic are distinct bugs." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different models and paths: save_pretrained visual-encoder key regression vs text encoder weights not loaded." + "reason": "Qwen3.5 visual encoder key saving vs SAM3 text encoder loading are different model-specific persistence bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post-init policy issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "PatchTSMixer post-init policy and Qwen3.5 `num_labels` propagation are not the same underlying issue." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer initialization junk and `from_pretrained` behavior inside Python classes are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model-loading regression and PIL image-processor torchvision dependency are different bugs." + "reason": "Different load regressions: one is a specific model failing to load, the other is PIL image processors wrongly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken argument conflict is not the same underlying problem as ScandiBERT loading failure." + "reason": "`AddedToken(special=...)` argument collision vs model loading failure for ScandiBERT are not the same defect." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution handling and bf16 dtype mismatches in other models are unrelated." + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in different models are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation in Qwen3.5; the other is loss degeneration for num_labels=1 across classification models." + "reason": "Both involve classification config, but one is Qwen3.5 `num_labels` propagation and the other is zero-loss behavior for `num_labels=1`; different root causes." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient explosion." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to T5/apex RMSNorm memory leak." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both involve docs/examples and processor/model mismatch, but they are different models and different bugs." + "reason": "TRl SFT unpacking failure and `trainer.evaluate()` after `train()` are different trainer bugs." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Both mention processor/model mismatches, but they concern different models and different failure mechanisms." }, { "left": "issue:43381", - "right": "issue:45704", + "right": "issue:43844", "accept": false, - "reason": "No shared code path: gradient checkpointing eval restriction vs T5 memory leak." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are separate training/runtime issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same HF_HUB_OFFLINE tokenizer/caching regression; 44843 identifies the likely unconditional hub call in `_patch_mistral_regex`." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different persistence issues: PEFT local-checkpoint loading vs quantized sinq save/load corruption." + "reason": "Local PEFT adapter loading and quantized model save/load breakage are different persistence paths." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Same model family, but different problems: LoRA warning about tie_word_embeddings vs incorrect visual-encoder keys on save." + "reason": "Eval-mode gradient checkpointing and T5/apex memory leak do not share a code path." }, { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "TRL SFT unpacking failure is not the same as evaluate-after-train behavior." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor `apply_chat_template` batched-input crash with `padding=False`." }, { - "left": "issue:46655", - "right": "issue:46693", - "accept": false, - "reason": "Video padding bug in SmolVLM is unrelated to FA2 long-context generation regression." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor `apply_chat_template` batched-input crash with `padding=False`." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Runtime special-token/post-processor sync bug is different from save/load loss of custom token IDs." + "reason": "A warning about `tie_word_embeddings` in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder keys on save." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted duplicate pockets look justified: issue:42886 with issue:44843 around the HF_HUB_OFFLINE tokenizer/cache regression, and issue:44514 with issue:44545 around the Qwen2_5_VLProcessor batched padding=False crash. The remaining soft-edge rejections are cautious and the overall summary does not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5623,7 +5526,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 18, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -5634,15 +5537,14 @@ "issue:30064", "issue:36010", "issue:39692", - "issue:42886", "issue:43295", "issue:43421", - "issue:43493", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43596", + "issue:43611", "issue:43643", "issue:43653", "issue:43720", @@ -5656,279 +5558,292 @@ "issue:44062", "issue:44186", "issue:44220", - "issue:44361", "issue:44464", "issue:44488", - "issue:44514", - "issue:44545", "issue:44625", "issue:44671", - "issue:44843", "issue:44857", + "issue:44995", "issue:45081", "issue:45356", "issue:45381", - "issue:45507", + "issue:45759", "issue:45834", "issue:45907", "issue:45923", "issue:46032", "issue:46294", "issue:46463", + "issue:46655", + "issue:46665", "issue:46693", + "issue:46829", + "issue:46832", "issue:46858", + "issue:47020", "issue:47050" ], "soft_pairs": [ - "issue:43531|issue:45923", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:30064|issue:36010", "issue:43421|issue:43653", - "issue:42886|issue:44843", - "issue:39692|issue:43493", - "issue:44514|issue:44545", + "issue:39692|issue:43873", "issue:43994|issue:44671", "issue:44464|issue:47050", - "issue:43782|issue:45381", - "issue:46032|issue:46463", "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", "issue:43526|issue:43881", "issue:44857|issue:47050", - "issue:43421|issue:44186", "issue:45356|issue:45907", - "issue:39692|issue:43873", - "issue:45507|issue:46858", "issue:39692|issue:47050", "issue:43720|issue:43819", + "issue:43596|issue:44220", "issue:43295|issue:45834", + "issue:43540|issue:46294", "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:43596|issue:44220", + "issue:43550|issue:43819", "issue:44062|issue:44488", "issue:43653|issue:43720", "issue:44625|issue:47050", - "issue:43540|issue:46294", "issue:43531|issue:43643", - "issue:45381|issue:46693" + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:43611|issue:46665" ], - "prepared_review_unit_hash": "77ffb04f9392c70274e67d4dcd9fcfa8a553100ac8f5d838cc403e46888c8ec6", + "prepared_review_unit_hash": "ff136690ec372cba22eb93738ea817decf2c5f3049333d9067515803fcf18cfa", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36376, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37661, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft edges are overwhelmingly false positives across unrelated tokenizer, vision, loading, generation, and performance bugs. There is one clear duplicate pair (`44514`/`44545`) about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", - "confidence": 0.97, - "canonical_issue_reason": "`issue:44514` is the clearest canonical issue because it is an exact duplicate of `issue:44545` with the same Qwen2_5_VLProcessor batched `padding=False` crash and it appears slightly earlier; the rest of the items are unrelated.", + "summary": "This cluster is heterogeneous rather than a single duplicate set: it spans unrelated bugs in tokenizers, multimodal video/image processing, model loading/config, caching, compilation, and quantization. All soft-edge candidates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items are not the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44514` is the safest issue to keep as the representative item because it is the only obvious duplicate pair in the set; everything else spans different code paths and should stay separate.", + "best_issue_reason": "issue:43421 is the clearest representative of the tokenizer/special-token subtheme, but it still only covers one narrow slice of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different bug classes: runtime special-token post-processing vs save/load loss of custom token IDs and generation IndexError." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video processor padding bug; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs Nemotron trust_remote_code gradient-checkpointing flag." + "reason": "Different model/config issues: unwrapping composite multimodal configs vs missing gradient-checkpointing flag on trust_remote_code." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both involve loading/offloading, but one is PEFT local checkpoint loading and the other is quantization offloading behavior." + "reason": "Local PEFT checkpoint loading is unrelated to offloading behavior under quantization." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated subsystems: image processor segmentation maps vs an import error for `GenerationMixin`." + "reason": "ImageProcessor segmentation-map handling is unrelated to the GenerationMixin import error." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Tokenizer-special-token maintenance vs BigBird mask-token registration; similar area, different concrete failure." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both mention offline mode, but the failures come from different tokenizer code paths and root causes." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete bug." }, { "left": "issue:39692", - "right": "issue:43493", + "right": "issue:43873", "accept": false, - "reason": "Same model family, but one is a docs/example mismatch and quantization issue while the other is an implementation discrepancy with JAX." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; clear duplicate." + "reason": "Doc-example model/processor mismatch and quantization failure are not the same underlying issue." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 bad outputs vs CamemBERT masked-LM prediction regression." + "reason": "Different models and symptoms: SigLIP2 inference mismatch vs CamemBERT masked-LM prediction regression." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled chunked generation inconsistency is unrelated to an fp16 ONNX attention dtype mismatch." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen VL-related, but one is a `weight_only=True` load error and the other is a video `vision_position_ids` bug." + "reason": "Compiled chunked generation inconsistency is unrelated to Canine ONNX fp16 attention dtype mismatch." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Mamba cache correctness bug vs a T5 decoder-input validation error message; not the same issue." + "reason": "Related tokenizer-regex area, but different concrete failures and models; not mergeable as one PR." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is a tokenizer-attribute crash and the other is a Kimi tokenizer codec/ warning regression." + "reason": "Both mention cache state, but one is stale indexer cache on second forward and the other is a device-tensor seq-length arithmetic bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs a glm-4v-9b load failure are unrelated." + "reason": "Use-cache correctness in Mamba2Mixer is unrelated to a T5 error-message validation bug." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different numerical bugs in different paths: LwDetr AMP loss crash vs Canine ONNX export attention dtype mismatch." + "reason": "Both are Qwen VL issues, but one is weight-only loading and the other is video position IDs during input handling." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both tokenizer issues, but one is runtime special-token updates and the other is LayoutLMv2 batched padding/truncation crashes." + "reason": "Special-token post-processing runtime updates are unrelated to LayoutLMv2Tokenizer NER/padding crashes." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer-regression report vs a Hub API argument-forwarding bug; no shared underlying code path." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to ONNX fp16 attention dtype mismatch in CanineModel." }, { - "left": "issue:45507", - "right": "issue:46858", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs static-cache sequence-length tensor arithmetic; different failures." + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files revision forwarding in CI." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different models and domains: SigLIP2 docs/behavior issue vs Canine ONNX export dtype mismatch." + "reason": "SigLIP2 doc/example issues are unrelated to Canine fp16 ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading bug vs DAC forward/from_latents mismatch; unrelated code paths." + "reason": "Packed-weight loading failure and DAC STE mismatch are different bugs in different paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom model processor/tokenizer regression vs Kosmos2.5 long-OCR index error; not the same bug." + "reason": "Processor.tokenizer API regression is unrelated to Kosmos2.5 long OCR input indexing." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig save/load token-ID loss." + "reason": "Video-processing ValueError in Qwen3OmniMoe is not the same as apply_chat_template video token/feature mismatch in Qwen3.5-9B." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError; different models and failures." + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to DiaConfig token-ID persistence." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + "reason": "Torch.compile+SDPA failure is unrelated to DAC.from_latents missing-STE mismatch." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken argument collision vs a tokenizer/model loading failure for `cjvt/sleng-bert`." + "reason": "AddedToken keyword duplication is unrelated to sleng-bert model loading failure." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration bug vs BitNet accelerate-loading unpacking bug; unrelated." + "reason": "BigBird special-token registration and BitNet packed-weight loading are different tokenizer/model-loading bugs." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Canine fp16 ONNX export dtype mismatch; different subsystems." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen model families and different processing stages." + "reason": "Qwen3.5 num_labels propagation is unrelated to Canine ONNX fp16 attention dtype mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs `trust_remote_code` missing fields in AutoConfig; unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing fields from AutoConfig with trust_remote_code." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video `vision_position_ids` bug vs FA2 long-context performance regression; not the same underlying problem." + "reason": "Qwen VL video position IDs are unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Model-loading failure for cjvt/sleng-bert is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to RTDetr forward feature-level mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to inconsistent from_pretrained behavior inside Python classes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44514/44545, is well supported by the nearly identical titles and issue text, and the other pairs are reasonably rejected as separate bugs. No obvious overstatement." - }, - "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 }, @@ -5937,7 +5852,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 19, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -5951,11 +5866,11 @@ "issue:36331", "issue:39692", "issue:41720", + "issue:43322", "issue:43335", "issue:43421", "issue:43540", - "issue:43550", - "issue:43611", + "issue:43606", "issue:43618", "issue:43643", "issue:43653", @@ -5967,258 +5882,252 @@ "issue:44220", "issue:44442", "issue:44448", - "issue:44488", "issue:44561", "issue:44661", "issue:44671", + "issue:44805", "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", + "issue:44936", "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:46665", "issue:46829", - "issue:46832", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ - "issue:46829|issue:46832", - "issue:43611|issue:46665", "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:44843|issue:45081", "issue:45987|issue:46829", "issue:44186|issue:44898", "issue:43653|issue:43819", - "issue:44488|issue:47020", - "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44008|issue:46858", "issue:43335|issue:43756", - "issue:43618|issue:43697", - "issue:43643|issue:44877", "issue:34634|issue:36010", - "issue:44821|issue:45084", - "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44991|issue:47020", "issue:45987|issue:46932", "issue:39692|issue:45834", - "issue:44186|issue:44442", - "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44561|issue:45020", "issue:44448|issue:44671", - "issue:44008|issue:46858", - "issue:44991|issue:47020", + "issue:44186|issue:44442", "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44805|issue:44936", "issue:44991|issue:46291", - "issue:44561|issue:45020", "issue:45183|issue:45479", - "issue:43421|issue:44811" + "issue:43421|issue:44811", + "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "c0dfceeffc105991c437f93ed42970fa0e347b6172fa39da473f675a8b00c6c9", + "prepared_review_unit_hash": "abc3fd22e0e5a678d016bd1ed028bd14d8a90716013b996829e8304ef191bca7", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35817, - "estimated_input_tokens": 8955, - "estimated_eval_tokens": 18166 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers regressions across models, tokenizers, configs, multimodal processors, and cache behavior. None of the soft links look like true duplicates or the same concrete fix.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span different subsystems and failure modes, and the soft pairs do not share a concrete code path.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:45020 is the broadest user-impacting report here about remote_code regressions, so it is the least-bad representative of the cluster, but it should not absorb the other issues.", - "best_pr_reason": "No pull requests are present to choose from.", + "summary": "These items are largely unrelated issue reports across different models, tokenizers, and runtime paths; none of the soft pairs are close enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must represent this set, #45020 is the broadest umbrella because it describes a general remote_code regression affecting recent Transformers versions. The rest are narrower, model-specific failures or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best cluster representative: it captures the widest user-facing compatibility breakage and is more general than the other issue reports in the set.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Different models and bugs: VideoPrism output wiring vs RT-DETR forward type error." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "Both involve loading APIs, but one is a v5/base_model_prefix regression and the other is from_pretrained behavior inside Python classes." - }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different failures in different model/tokenizer flows: Qwen3 device-mapping CUDA assert vs EMBEDDIA/est-roberta tokenizer loading." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation handling and CustomTrainer.compute_loss signature are unrelated." + "reason": "Unrelated subsystems and symptoms: image processor segmentation-map handling vs CustomTrainer loss signature mismatch." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; no shared code path." + "reason": "Different areas: audio feature extraction helper vs add-new-model-like / tokenizer mapping-name generation logic." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared bug path; AutoImageProcessor URL loading is unrelated to Jinja/template compilation failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but the crashes are different causes and code paths within that helper, so not the same bug." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length return type bug is unrelated to VideoPrism output contents." + "reason": "Different API contracts: StaticCache sequence length typing vs VideoPrism hidden_states/output packaging." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different components: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification resolution handling." + "reason": "Different model families and bugs: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image-size interpolation failure." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; distinct fixes." + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent reconstruction / STE mismatch." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both are tokenizer load issues, but for different models and different failure mechanisms." + "reason": "Distinct multimodal model failures: Qwen3OmniMoe video input validation vs Gemma3n variable-name collision." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC forward/from_latents mismatch." + "reason": "Gemma3n forward-pass collision and cache.get_seq_length device-tensor return are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are different model-config bugs." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are separate model-output issues." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both affect config loading, but one is trust_remote_code missing fields and the other is strict config rejecting granite_speech; different root causes." + "reason": "Different configuration/model-architecture bugs: sparse-layer creation vs RoPE-layer dropping." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Both mention _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; not the same bug." + "reason": "Both are tokenizer-loading issues, but they affect different model classes and different failure modes." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence-length contract issue is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "StaticCache sequence-length typing is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example errors and Kosmos2.5 long-OCR index error are different problems." + "reason": "Different examples and errors: SigLIP2 docs/model mismatch vs Kosmos2.5 long-OCR index error." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output drift in v5." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio_mel_mask variable collision are different multimodal bugs." + "reason": "Both mention remote_code compatibility, but one is a specific missing utility import and the other is a broader regression report; not the same concrete bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 behavior regressions, but for different models and different code paths." + "reason": "Different model-specific v5 output changes: Pegasus summarization outputs vs CamemBERT masked-LM predictions." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Gemma3n variable collision and StaticCache.get_seq_length device-tensor behavior are separate bugs." + "reason": "Different tokenizer problems: batched NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Both are tokenizer-loading failures, but the underlying errors and model families differ." + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long OCR index error are unrelated." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input overflow are unrelated." + "reason": "Segmentation fault in Llava Next loading is unrelated to MPS histogram type support in moe." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer loading for a specific model and importing transformers.pipelines with kernels version requirements are different failures." + "reason": "Mask-shape indexing failure and trainer.evaluate() state issue are different bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Both concern remote_code regressions, but one is a specific v5 utility removal and the other is a broad umbrella report; not the same concrete bug." + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import failing because of kernels metadata requirements." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging and sequence-classification zero-loss behavior are unrelated." + "reason": "Input-validation XOR messaging and single-label zero-loss classification are separate bugs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor issues." + "reason": "TokenizersBackend post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch in Bark CPU offload and dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." } ] }, @@ -6234,7 +6143,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 20, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -6247,18 +6156,16 @@ "issue:34634", "issue:36331", "issue:42175", - "issue:43262", - "issue:43322", "issue:43388", "issue:43540", "issue:43550", "issue:43577", "issue:43582", - "issue:43606", "issue:43644", "issue:43645", "issue:43716", "issue:43720", + "issue:43742", "issue:43749", "issue:43782", "issue:43818", @@ -6269,16 +6176,17 @@ "issue:44008", "issue:44291", "issue:44479", + "issue:44589", "issue:44610", "issue:44671", - "issue:44805", - "issue:44936", "issue:44977", + "issue:45020", + "issue:45042", "issue:45072", "issue:45081", + "issue:45325", "issue:45381", "issue:45563", - "issue:45685", "issue:45701", "issue:45834", "issue:46032", @@ -6286,239 +6194,237 @@ "issue:46463", "issue:46512", "issue:46665", + "issue:46697", + "issue:46728", "issue:46846", - "issue:47217", "issue:47276" ], "soft_pairs": [ + "issue:46294|issue:46463", + "issue:44479|issue:45834", "issue:43577|issue:43818", - "issue:43606|issue:45072", - "issue:43322|issue:45685", - "issue:43644|issue:43749", + "issue:43716|issue:44008", "issue:43550|issue:45072", - "issue:44479|issue:45834", - "issue:44805|issue:44936", + "issue:43644|issue:43749", "issue:43782|issue:44977", - "issue:45563|issue:47276", - "issue:46294|issue:46463", "issue:43582|issue:46512", + "issue:45563|issue:47276", "issue:43825|issue:43994", "issue:28218|issue:29159", - "issue:43931|issue:46846", "issue:43388|issue:46032", + "issue:43931|issue:46846", "issue:43540|issue:45381", - "issue:43716|issue:44008", "issue:44610|issue:45072", - "issue:43749|issue:44291", "issue:43645|issue:46665", - "issue:43720|issue:45072", + "issue:43749|issue:44291", "issue:34634|issue:36331", + "issue:43720|issue:45072", "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:43825|issue:43827", + "issue:46697|issue:46728", "issue:43577|issue:43582", - "issue:43262|issue:47217" + "issue:43825|issue:43827", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "4bbfe593ee7f921392f58778e53375caed9aa99bc646d2ea429a6624902b5bc1", + "prepared_review_unit_hash": "d5c62d6257fdc6e9fb2fca29b1f50b4b66f588b665d11595167361486a860c7d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35512, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "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. The only clear duplicate-like pair is the tokenizer regression between issue:28218 and issue:29159; the rest are distinct bugs across different models and code paths.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45701 is the best canonical issue in this packet because it has the strongest inbound-reference count here (6) and its title is the broadest tokenizer-oriented framing, which fits the only coherent subtheme in the cluster.", + "summary": "The soft edges are mostly superficial topical similarities (tokenizers, video inputs, dtype issues, pipeline messaging) rather than true duplicates. No PRs are present, and the set is too heterogeneous to nominate a single canonical artifact.", + "confidence": 0.74, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many unrelated bugs and the proposed links are only loose title similarity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best global representative for this heterogeneous set: it is the most referenced item in the packet and is the most general tokenizer-related issue among the candidates.", + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one concrete bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Different bugs: Blip2 dtype handling versus Video-LLaVA temporal attention / weight-sharing problems." + "reason": "Different failures in different subsystems: Qwen3.5-VL chat templating vs T5 decoder input validation messaging." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both mention mismatches, but one is a CPU offload device mismatch and the other is a bfloat16 dtype mismatch in a different path." + "reason": "Both involve vision models, but the concrete bugs differ: Qwen VL video regression vs Kosmos2.5 OCR index error." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to an MPS Int histogram implementation error in moe code." + "reason": "One is a dtype-loading bug for BLIP2; the other is a Video-LLaVA architecture/weight-sharing problem." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU RAM-efficient loading are different loading-state regressions." + "reason": "Unrelated model-specific issues: image-preprocessor dtype mismatch vs a Gemma3n forward variable-name collision." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure is not the same underlying bug as a dtype mismatch regression." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Different model families and different failure modes: video-input regression versus long-OCR index error." + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs bf16 dtype mismatches in wrappers." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Mask shape IndexError is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Non-persistent buffer initialization bug is not the same as FSDP CPU RAM-efficient loading failure." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only load error and flash-attention generation issue are distinct code paths." - }, - { - "left": "issue:45563", - "right": "issue:47276", - "accept": false, - "reason": "Both are warnings, but they concern different warnings in different generation/batching behaviors." + "reason": "Different Qwen variants and different errors: weight_only load failure vs flash-attention generation regression." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Apple Silicon allocator TypeError is unrelated to stale config dtype after from_config(dtype=...)." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config dtype are different dtype/state bugs." + "reason": "Both are warning-message issues, but they target different warnings and different generation modes." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A misleading pipeline error message is not the same as wrong SigLIP2 model outputs." + "reason": "Pipeline error messaging about translation support is unrelated to SigLIP2 producing bad outputs." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer added-token spacing regression, with slow/fast tokenizer behavior diverging on the extra space after added tokens." - }, - { - "left": "issue:43931", - "right": "issue:46846", "accept": false, - "reason": "Both mention Qwen VL loading/shape problems, but one is a weight-shape mismatch and the other is a TP-plan omission causing OOM/shape issues." + "reason": "The second issue is only a broad tokenizer inconsistency report; the titles do not establish the same added-token spacing bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric-gathering label truncation is unrelated to Mamba2Mixer use_cache correctness." + "reason": "Different bugs: metrics gathering drops tuple labels vs Mamba2Mixer use_cache producing incorrect results." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Different Qwen video bugs affecting different models and mechanics; not the same underlying issue." + "reason": "Qwen3-VL weight shape mismatch is a loading problem; missing tp-plan entries is a tensor-parallel planning bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "A dtype mismatch in Mistral-3 preprocessing is unrelated to a Gemma3n variable-name collision." + "reason": "Both are video/VL related, but one is a Qwen3OmniMoe video-input ValueError and the other is a Qwen2.5-VL rope-index regression." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are separate bugs." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "FSDP RAM-efficient loading breakage and an unexpected _is_hf_initialized arg during init_empty_weights are different loading regressions." + "reason": "Processor output size mismatch is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization issue is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Jupyter custom-model initialization breakage is a different issue from from_pretrained behavior inside Python classes." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Packed-weight unpacking failure during accelerate loading is a different issue than dtype mismatches." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate loading paths with different errors." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in inference wrappers." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM predictions and version-dependent tokenization changes are not clearly the same bug." + "reason": "Incorrect CamemBERT MLM predictions and general tokenization changes are not the same concrete bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency installation and Mistral regex patching are unrelated." + "reason": "Backend packaging/install issue is unrelated to a Mistral tokenizer regex patch crash." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Both concern v5 pipeline removal, but one is an error-message issue and the other is docs cleanup, not the same underlying bug." + "reason": "Over-padding when divisible by size_divisor is distinct from wrong patch counting at odd 490-multiple resolutions." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype state and Apple Silicon warmup TypeError are different failure modes." + "reason": "Both mention model loading, but one is a BLIP2 dtype issue and the other is an Apple Silicon allocator TypeError." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error message about translation support; the other is stale documentation referencing pipeline() after removals." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error on load is a specific checkpoint issue, not the broad remote_code breakage reported in 45020." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "A weight_only loading error is not the same as a rope-index scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Audio sampling-rate defaults and VL image-placeholder handling are unrelated." + "reason": "Float8 storage lookup failure is unrelated to PIL backend image processors incorrectly requiring torchvision." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering summary is mostly conservative, but the canonical_issue_reason overstates the packet evidence: issue:28218 does not have the most inbound references among the items here (e.g. issue:45701 has 6, issue:43749 has 4, several others have 3). That makes the justification for canonizing 28218 insufficiently grounded. The tokenizer-pair duplicate call is plausible, but the representative-selection rationale needs to be tightened to only cite evidence present in the packet." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6527,7 +6433,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 21, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -6548,19 +6454,18 @@ "issue:43550", "issue:43582", "issue:43638", + "issue:43643", "issue:43645", "issue:43653", + "issue:43696", "issue:43697", - "issue:43742", "issue:43746", - "issue:43782", "issue:43819", "issue:43854", "issue:43906", "issue:43927", "issue:44060", "issue:44368", - "issue:44589", "issue:44811", "issue:44857", "issue:44912", @@ -6568,241 +6473,242 @@ "issue:44977", "issue:44991", "issue:45003", - "issue:45020", "issue:45042", "issue:45081", - "issue:45325", + "issue:45084", "issue:45372", "issue:45406", - "issue:45600", - "issue:46175", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", "issue:46209", "issue:46285", "issue:46291", "issue:46326", - "issue:46697", - "issue:46728", - "issue:46932" + "issue:46932", + "issue:47050", + "issue:47217" ], "soft_pairs": [ - "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:43262|issue:43819", "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:43742|issue:45020", - "issue:44589|issue:45042", "issue:43582|issue:44857", - "issue:43782|issue:45325", - "issue:43262|issue:43819", - "issue:46697|issue:46728", + "issue:45003|issue:46285", "issue:45372|issue:46326", "issue:36010|issue:43645", - "issue:43550|issue:44912", "issue:36010|issue:36331", + "issue:43550|issue:44912", "issue:43531|issue:45042", - "issue:43257|issue:43329", "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:42175|issue:46291", + "issue:43257|issue:43329", "issue:43452|issue:44991", "issue:43526|issue:43697", - "issue:42175|issue:46291", "issue:43906|issue:46209", - "issue:43819|issue:43927", "issue:45081|issue:45406", - "issue:44060|issue:44368", - "issue:42490|issue:43257", + "issue:43819|issue:43927", + "issue:43746|issue:44811", "issue:43854|issue:44977", - "issue:43329|issue:45600", - "issue:43746|issue:44811" + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:43257|issue:43696" ], - "prepared_review_unit_hash": "81eff33b8d4634cbcd99374c5b5e77522217b7c28e9fc40d195f873e5a6473ae", + "prepared_review_unit_hash": "b59d44d902290d73a9e4e040c0f4475bfbf240b93f4f4082e7779745b5a80041", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36363, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports with only superficial title similarity; I found no soft pair that looks like the same underlying issue, so no edges are accepted.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only superficial wording (imports, warnings, model loading, multimodal behavior) but describe different bugs in different code paths. I would not merge any of the suggested soft edges.", "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the closest thing to a cluster anchor because it is a broad, high-level model-loading regression report, but the set is too heterogeneous to treat it as a true duplicate canonical.", + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here because the items cover unrelated bugs; if a representative is needed, #45003 is the best broad/core-code issue because it targets a central utility path and is described concretely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally representative and actionable issue in the set, but only as a loose anchor\u2014not as a duplicate match for the rest.", + "best_issue_reason": "#45003 is the strongest global issue candidate among these because it is a clear, general core-library bug rather than a model-specific symptom, but the overall set is too diverse to have a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: audio processor sampling-rate default vs multimodal image-placeholder handling in user text." + }, + { + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Different subsystems and failure modes: unsafe sys.modules access vs CLIP text-model structure inconsistency." + "reason": "Different code paths and symptoms: audio chat-template defaults vs DAC latent/forward mismatch." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge position-embedding memory issue and the other is a dtype-casting bug for quantized embedders." + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting bug for quantized embedders." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird tokenizer special-token registration is unrelated to MXFP4 quantization fallback on git-oss-20b." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "A KeyError while loading one model is not the same concrete bug as the broad remote_code breakage in recent versions." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup failure on import is unrelated to PIL image processors requiring torchvision." + "reason": "Unrelated: tokenizer special-token decoding vs GPT-oss MXFP4 quantization fallback." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope-index scaling are different code paths and different model families." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + "reason": "Different failures: Apple Silicon warmup TypeError vs LwDetrImageLoss fp16/CUDA crash." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both are image-geometry bugs, but they affect different processors and different calculations (padding vs patch counting)." + "reason": "Different underlying problems: unsafe sys.modules access vs inconsistent CLIP model structure." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import regression for Gemma 4 loading and the other is continue_final_message behavior in tokenizers." + "reason": "Both mention mistral_common, but one is an import/load failure for Gemma4 processors and the other is continue_final_message behavior." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure is unrelated to custom-model initialization problems in notebooks." + "reason": "Both are import/runtime breakages, but GenerationMixin import failure and Jupyter custom-model initialization are distinct bugs." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "torch.compile + SDPA failure for Bamba is unrelated to quantization loading fallback on git-oss-20b." + "reason": "Different API regressions: GenerationMixin import error vs Trainer.compute_loss signature change." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are different bugs in different layers." + "reason": "Different models and paths: Bamba torch.compile/SDPA vs GPT-oss quantization fallback." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency handling." + "reason": "Different subsystems: Qwen3-MoE sliding_window bug vs PIL image processors wrongly requiring torchvision." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an undefined-name bug in multimodal token counting." + "reason": "Different trainer bugs: deepspeed zero3 index error on a non-pretrained Bert model vs evaluate() failing after train()." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different model/config issues and different triggers; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/import issues in different areas: missing TensorFlow in the torch extra vs kernels v0.15 import requirement failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Deepspeed ZeRO-3 index error on a non-pretrained Bert model is not the same as evaluate() failing after train()." + "reason": "Different problems: Qwen3 MoE weight conversion during accelerate/deepspeed loading vs undefined variables in multimodal token counting." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "These are both loading problems, but one is gguf_file handling for from_pretrained and the other is a tokenizer-loading regression for a specific model." + "reason": "Different loading failures: gguf_file handling for from_pretrained vs tokenizer loading for a specific model repo." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are unrelated image-processing/model-output bugs." + "reason": "Different kinds of bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output changes under Transformers v5." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Missing TensorFlow in a pip extra and kernels v0.15 import requirements are completely different dependency issues." + "reason": "One is a reproduction of an older issue, the other is FP8 inference failure on B200; no shared code-path evidence." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the FP8 inference failure on B200." + "reason": "Different tokenizer/processor failures: Mistral regex patch crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/STE mismatch and DiaConfig custom-token loss are different bugs with different effects." + "reason": "Both involve model/config behavior, but DAC STE mismatch and DiaConfig token-id persistence are separate bugs." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "A Mistral tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different speech-related issues: PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both involve Qwen3 warnings, but one is a bad tied-weights warning implementation and the other is a LoRA fine-tuning warning about config." + "reason": "Unrelated tokenizer/template compilation error vs CLIPTokenizer max length constant issue." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local path slash import warnings are unrelated to Qwen3 MoE weight conversion failures." + "reason": "Different issues: trailing-slash local-path warning vs Qwen3 MoE weight conversion failure." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issues and Qwen3.5 flash-attention generation failures are different model-specific bugs." + "reason": "Both are config-loading related, but missing fields with trust_remote_code and text_config unwrapping are distinct bugs." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Undefined multimodal token helper names and stale auto_mappings references are unrelated maintenance/regression issues." + "reason": "Different model/runtime failures: Qwen3_5Moe CPU offload incompatibility vs Canine fp16 ONNX dtype mismatch." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Local PEFT adapter loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Completely different failures: MoE weight conversion vs CUDA out-of-memory." } ] }, @@ -6818,7 +6724,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 22, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -6830,7 +6736,6 @@ "issue:29159", "issue:29870", "issue:34567", - "issue:34689", "issue:38175", "issue:39692", "issue:40990", @@ -6843,10 +6748,9 @@ "issue:43525", "issue:43526", "issue:43540", - "issue:43643", "issue:43650", - "issue:43696", "issue:43742", + "issue:43749", "issue:43906", "issue:43931", "issue:44291", @@ -6855,259 +6759,246 @@ "issue:44554", "issue:44610", "issue:44617", + "issue:44756", "issue:44811", "issue:44821", "issue:44912", "issue:44987", "issue:45042", - "issue:45084", + "issue:45081", "issue:45200", "issue:45459", "issue:45538", - "issue:45759", + "issue:45600", "issue:45803", "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", - "issue:47050", + "issue:47020", "issue:47145", "issue:47254" ], "soft_pairs": [ - "issue:45084|issue:45538", + "issue:43329|issue:45600", "issue:43526|issue:44554", - "issue:43643|issue:45759", - "issue:45859|issue:47050", + "issue:43262|issue:44811", "issue:38175|issue:44610", "issue:45200|issue:47254", - "issue:43262|issue:44811", + "issue:42915|issue:44821", "issue:39692|issue:44912", - "issue:43329|issue:44479", "issue:42915|issue:43742", - "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:43257|issue:43696", + "issue:43329|issue:44479", "issue:44291|issue:45042", "issue:34567|issue:40990", - "issue:29159|issue:34567", - "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:43257|issue:43931", "issue:44387|issue:44617", + "issue:29159|issue:34567", "issue:44912|issue:47145", "issue:45459|issue:45803", - "issue:43525|issue:46291", - "issue:43650|issue:43906", - "issue:46421|issue:46424", - "issue:28282|issue:29870", + "issue:45081|issue:47020", "issue:44987|issue:45538", + "issue:43650|issue:43906", + "issue:43525|issue:46291", "issue:43425|issue:46291", + "issue:46421|issue:46424", + "issue:45859|issue:47254", "issue:43540|issue:46701", - "issue:28282|issue:34689", - "issue:45859|issue:47254" + "issue:43749|issue:44756", + "issue:28282|issue:29870" ], - "prepared_review_unit_hash": "8ac561766c17fd4f9abf33bdd06bad25e81cbdbd1b3d4d01887227c6e2008590", + "prepared_review_unit_hash": "2b9bb378f62f79d4c288251eaa1e16a996a759b72d2dbc1ab015b78d93931f3e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36492, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of unrelated Transformers bug reports. The soft pairs mostly share broad subsystem keywords, but they do not describe the same concrete failure, so none should be deduplicated together.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a good canonical representative: the items span unrelated bugs in loading, tokenization, multimodal/video/audio processing, quantization, and training state.", + "summary": "This cluster is highly heterogeneous: the apparent similarities are mostly broad subsystem overlap (tokenizers, multimodal/video, quantization, caching), but the underlying bugs and code paths differ. I would reject all soft-edge duplicates and treat this as a mixed bag of unrelated issues; there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits; the cluster is heterogeneous and the closest pairs are only surface-level similar.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster well enough to serve as a global best duplicate target.", + "best_issue_reason": "No global best issue\u2014none of these should represent the cluster because they describe distinct bugs and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Different problems: template-node compilation failure vs an oversized CLIPTokenizer max_length constant." + "reason": "Different problems: video-token counting bug vs removed Sam3LiteText references breaking auto_mappings/CI." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to an MPS attention correctness issue." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "One is missing fields from trust_remote_code AutoConfig loading; the other is AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs." + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs MPS attention correctness with mismatched head dims." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "CPU offload rotary embedding incompatibility is not the same as fp16 ONNX attention dtype mismatch." + "reason": "Both are audio-related, but one is chat_template sampling-rate defaulting and the other is Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Different model failures: SigLIP2 zero probabilities vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "mm_token_type_ids defaulting to zeros is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpoint error." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to PEFT+DeepSpeed checkpoint errors." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are separate API bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc example errors for SigLIP2 are not the same as gpt-oss MXFP4 loading falling back to bf16." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Undefined video token-count helpers in multimodal token accounting is a different code path from the v5.3.0 video input regression." + "reason": "SigLIP2 docs example errors and gpt-oss MXFP4 fallback are different bugs in different flows." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key lookup/loading errors." + "reason": "Both involve model loading, but one is FP8 config handling for Qwen3Moe and the other is a MobileLLM key error." }, { "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Both touch video processing, but one is undefined multimodal token helpers while the other is incorrect batched video output shape." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Accelerate+DeepSpeed weight conversion issue is not the same as Qwen3-VL shape mismatches during model loading." - }, - { - "left": "issue:43257", - "right": "issue:43696", + "right": "issue:44479", "accept": false, - "reason": "Weight conversion/loading correctness and CUDA OOM are different underlying problems." + "reason": "Same broad video/VLM area, but different regressions and different affected model families/code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to PIL image processors wrongly requiring torchvision." + "reason": "init_empty_weights TypeError from an unexpected arg is unrelated to PIL backend image processors requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and high perplexity on gpt-oss-20b are not the same defect." + "reason": "TrainerState token-count tracking is unrelated to gpt-oss perplexity behavior on WikiText-2." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState num_input_tokens_seen not updating are different subsystems and bugs." + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape handling." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config loading and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Qwen3 MOE weight-conversion with accelerate+deepspeed is not the same as Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention memory, but int4 reserved-memory regression and Sam3Video OOM are not the same code-path problem." + "reason": "Both mention OOM, but the causes differ: int4 quantization memory regression vs Sam3Video model-specific CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "MXFP4 fallback/loading bug and missing weight_scale on frozen FP8 checkpoints are distinct quantization issues." + "reason": "Both are quantization issues, but one is MXFP4 falling back to bf16 and the other is frozen FP8 checkpoints skipping weight_scale application." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Tokenizer protobuf error handling and FuyuBatchFeature bare-except swallowing interrupts are different error-handling bugs." + "reason": "Both involve error handling, but one hides tokenizer decode errors when protobuf is missing and the other swallows exceptions in FuyuBatchFeature.convert_to_tensors()." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementations and failures: Mistral regex patch crash vs XLMRoberta Unigram vocab type mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to kernels v0.15 import-time dependency/version handling." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to CLIPTokenizer's huge model_max_length." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "ADD THE DATA is not a concrete duplicate target, and the other issue is just a reproduction of a different upstream bug." + "reason": "The first issue title is non-informative, and the second is just an isolated reproduction of a different issue." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Lazy cache initialization causing recompilation is different from max_cache_length being honored only for Quantized Cache." + "reason": "Llama4Config missing pad_token_id is unrelated to kernels v0.15's version/revision requirement failure on transformers.pipelines import." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and Bart generate decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Torch 2.10 incompatibility and kernels dependency requirements are separate environment/package issues." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "Both touch cache logic, but one is chunked-prefill recompilation from lazy init and the other is max_cache_length only being honored for Quantized Cache." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45859", + "right": "issue:47254", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as kernels v0.15 requiring version/revision metadata." + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to PEFT/DeepSpeed ZeRO-3 checkpoint errors." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different models and failures." + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text pipeline not working." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Missing PyTorch ImportError and Llama 3.2 Vision loading breakage are separate load-time issues." + "reason": "Both are memory/loading related, but one is broken FSDP CPU RAM-efficient loading and the other is mmap-induced OOM on Strix Halo." }, { - "left": "issue:45859", - "right": "issue:47254", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "CPU offload rotary embedding incompatibility is unrelated to the PEFT + ZeRO-3 checkpoint error." + "reason": "AutoModel missing PyTorch ImportError and BART generate() decoder_attention_mask unbound variable are completely unrelated." } ] }, @@ -7123,7 +7014,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 23, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -7138,6 +7029,7 @@ "issue:29159", "issue:33357", "issue:34567", + "issue:34689", "issue:39379", "issue:41720", "issue:42175", @@ -7145,6 +7037,7 @@ "issue:43404", "issue:43452", "issue:43454", + "issue:43531", "issue:43540", "issue:43577", "issue:43582", @@ -7159,259 +7052,265 @@ "issue:44554", "issue:44560", "issue:44568", - "issue:44756", "issue:44821", "issue:44857", "issue:44936", + "issue:44987", "issue:44991", - "issue:45081", "issue:45127", "issue:45137", "issue:45356", "issue:45357", "issue:45405", + "issue:45488", "issue:45538", - "issue:46512", + "issue:45907", "issue:46693", "issue:46821", "issue:46832", "issue:46869", - "issue:47020", "issue:47254" ], "soft_pairs": [ "issue:44568|issue:45356", - "issue:43749|issue:44756", - "issue:33357|issue:34567", - "issue:42175|issue:43824", - "issue:45081|issue:47020", + "issue:28282|issue:34689", "issue:43454|issue:43577", - "issue:45137|issue:45405", + "issue:33357|issue:34567", "issue:43404|issue:45127", - "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:44936|issue:46821", "issue:43697|issue:45357", + "issue:39379|issue:44554", "issue:28282|issue:29127", - "issue:44936|issue:46821", - "issue:43742|issue:44291", - "issue:44857|issue:46832", + "issue:45137|issue:45405", "issue:44479|issue:46693", "issue:42915|issue:45538", "issue:43582|issue:47254", - "issue:44062|issue:44991", + "issue:44857|issue:46832", + "issue:44291|issue:44821", "issue:24643|issue:29159", - "issue:27957|issue:28282", "issue:45538|issue:46869", - "issue:43452|issue:43582", + "issue:44062|issue:44991", "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:27957|issue:28282", "issue:41720|issue:43540", - "issue:42175|issue:44488", - "issue:44291|issue:44821", - "issue:43577|issue:46512", "issue:43540|issue:44560", - "issue:43540|issue:44479" + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:43531|issue:44821", + "issue:44987|issue:45907" ], - "prepared_review_unit_hash": "6564f8cf636db26c312024f7ed6e34f4a896fdfe78f03bb0dd7802eee08cf1f8", + "prepared_review_unit_hash": "3da394318dffbe41b70bcf562f52ea24fa3a5b85db5374dc9929b7ede816cda0", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35875, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36664, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft-similarity pairs share broad themes but not the same concrete bug or change, so they should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: these items span unrelated tokenizer, model-loading, training, multimodal, and runtime/device bugs, so none safely subsumes the rest.", + "summary": "These items are mostly unrelated issues across tokenizers, model loading, training, vision, and distributed setup. I don\u2019t see any pair that clearly describes the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster is present; if one issue must anchor the set, 45488 is the strongest standalone report because it has the most activity/inbound references and a clear, concrete regression description.", "canonical_pr_reason": null, - "best_issue_reason": "No globally best issue among this set; the cluster is too mixed for one issue to represent the underlying problem space well.", + "best_issue_reason": "45488 is the best representative issue overall: it is active, well-documented, and describes a specific regression with broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." + "reason": "Different tokenizer bugs: missing BOS/EOS insertion vs codec handling/regression warning behavior." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: missing PyTorch import vs model loading breakage for a specific Llama vision model." + }, + { + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "One is FSDP CPU RAM-efficient loading, the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Different model components and symptoms: untied lm_head causing bad generation vs BLIP2 dtype propagation issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP bus error on macOS is unrelated to TrainerState token counting." + "reason": "Unrelated: MacOS bus error on CLIP loading vs TrainerState token counter not updating." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Package/backend install issue versus missing model class import." + "reason": "Both involve weights, but one is a missing tie in Mistral3 and the other is LoRA merge behavior with extended vocab; different code paths." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer failures, but they involve different constructors and failure modes." + "reason": "Different packaging/import problems: torch-only install missing TensorFlow backend vs missing Qwen2.5-VL class export." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Different model-loading dtype/tie-weight problems on different architectures." + "reason": "Both are load-time errors, but one is a MobileLLM key error and the other is an init_empty_weights argument mismatch." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + "reason": "Different runtime paths: trainer evaluate-after-train failure vs TimesFM window_size AttributeError." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Missing lm_head tying in Mistral3 is not the same as LoRA merge collapse with extended vocab." + "reason": "Different regressions in RT-DETR/Qwen3.5 model behavior: output divergence vs incorrect save_pretrained key mapping." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Different correctness bugs in different attention/mask code paths." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key regression are unrelated." + "reason": "Different correctness bugs in different attention/mask handling paths." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import is unrelated to the LayoutLMv3 error-message issue." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM's window_size AttributeError." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Model key-loading failure and init_empty_weights argument mismatch are different root causes." + "reason": "Completely different issues: missing PyTorch import vs LayoutLMv3 error-message clarity." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same as RTDetrModel feature-level mismatch." + "reason": "Unrelated: DeepSpeed ZeRO-3 deque error vs PEFT version constraint bump." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are distinct problems." + "reason": "Different regressions: video-input handling in several Qwen models vs FA2 long-context performance regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to CLIPTokenizer's max_length constant." + "reason": "Different bugs in unrelated subsystems: FineGrainedFP8Config failure vs CLIP tokenizer max_length value." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to PEFT+ZeRO-3 checkpointing errors." + "reason": "Different distributed/runtime failures on different platforms and setups." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer special-argument duplication is not clearly the same as the est-roberta loading failure." + "reason": "Different RT-DETR bugs: AMP image loss crash vs feature-level/backbone output mismatch in forward." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to slow/fast tokenizer inconsistency." + "reason": "Different loading problems: unexpected _is_hf_initialized argument vs AutoImageProcessor URL loading." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Flash Attention 2 support issue is unrelated to missing PyTorch installation." + "reason": "Unrelated: DeepSpeed training weight-shape error vs tokenizer slow/fast inconsistency." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length bug and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model families and failures: tokenizer max length vs YOLO multi-GPU device-map failure." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Both are tokenizer load regressions, but the concrete cause differs: AddedToken keyword conflict vs est-roberta loading failure." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM-efficient loading are different subsystems and bugs." + "reason": "Different distributed-training issues: FineGrainedFP8Config vs broken FSDP CPU RAM efficient loading." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors: special-token insertion vs LlamaTokenizer pre-tokenizer override." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Backend installation missing TensorFlow is unrelated to loading cjvt/sleng-bert." + "reason": "Completely different failures: gguf_file/from_pretrained breakage vs Apple Silicon TypeError in allocator warmup." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are different code paths." + "reason": "Different issues: Flash Attention 2 behavior for XLM-Roberta vs missing PyTorch import." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Model/qformer dtype staying float32 is not the same as config.dtype being stale." + "reason": "Different Qwen issues: device-mapping cuda assert vs video input ValueError in Qwen3OmniMoe." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-input regressions with different exceptions and models." + "reason": "Both involve Qwen video flows, but the concrete failure and model variant differ." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Same general area, but not the same concrete regression or fix." + "reason": "Different video regressions in different Qwen families and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend extras packaging vs loading a specific model repository." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window bug vs image processor URL loading." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different scopes: model loading regression vs list_repo_files not forwarding revision in CI." } ] }, @@ -7427,7 +7326,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 24, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -7436,13 +7335,14 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", + "issue:28282", "issue:29870", + "issue:32090", "issue:34567", "issue:36331", "issue:38175", "issue:43257", "issue:43452", - "issue:43531", "issue:43540", "issue:43577", "issue:43716", @@ -7457,257 +7357,263 @@ "issue:44625", "issue:44737", "issue:44792", - "issue:44821", "issue:44849", "issue:44877", "issue:44898", "issue:44964", - "issue:44987", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45381", "issue:45405", - "issue:45488", "issue:45600", "issue:45672", "issue:45674", "issue:45701", "issue:45823", - "issue:45907", "issue:46399", "issue:46463", + "issue:46468", "issue:46491", + "issue:46512", "issue:46693", "issue:46701", + "issue:46899", "issue:47276" ], "soft_pairs": [ - "issue:44987|issue:45907", - "issue:44479|issue:45381", + "issue:43577|issue:46512", "issue:34567|issue:36331", - "issue:44062|issue:45081", + "issue:44479|issue:45381", "issue:44849|issue:45701", + "issue:44062|issue:45081", + "issue:45042|issue:45081", "issue:38175|issue:44898", "issue:44792|issue:44964", - "issue:44568|issue:45488", - "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43257|issue:43756", - "issue:43531|issue:44821", "issue:43756|issue:46399", - "issue:46463|issue:47276", "issue:43756|issue:45325", - "issue:44737|issue:46463", - "issue:45405|issue:45600", "issue:43716|issue:46701", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", "issue:45823|issue:46463", - "issue:44568|issue:46491", + "issue:45405|issue:45600", "issue:43906|issue:46693", - "issue:24643|issue:29870", + "issue:44568|issue:46491", "issue:43577|issue:45072", - "issue:45672|issue:45674", "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43540|issue:46693", "issue:43452|issue:44488", - "issue:43540|issue:46693" + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:46463|issue:46899" ], - "prepared_review_unit_hash": "bf71c3fd9cd34933c046da55afafc577817ce048ceb969611224e138de51178c", + "prepared_review_unit_hash": "70952155d091e4afffd0c6e2510b3deec4e0903d67075ff2a913ce6ec86ed897", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35451, - "estimated_input_tokens": 8863, - "estimated_eval_tokens": 17982 + "soft_pair_count": 28, + "serialized_chars": 35822, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. Only the two Qwen video-input reports look like the same underlying regression; the rest are distinct bugs or feature issues.", - "confidence": 0.85, - "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items span many unrelated subsystems. Among the few close matches, issue:44479 is the broader upstream report for the Qwen video-input regression.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, tokenizer/config/loading bugs, and training/runtime regressions. Only one soft edge looks plausibly like the same underlying video-input bug in Qwen2.5-VL.", + "confidence": 0.86, + "canonical_issue_reason": "The cluster is too diverse for a single true canonical issue; if one representative is needed, issue:44479 is the broadest concrete regression and best captures the shared Qwen video-input symptom space.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best anchor for the only clear duplicate pair: it describes the broader Qwen video-input regression across several models, while issue:45381 looks like a narrower reproduction.", + "best_issue_reason": "issue:44479 is the strongest representative issue because it describes a clear regression, names multiple affected model variants, and is broad enough to encompass the more specific Qwen2.5-VL video-input report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype handling, but one is a Blip2 loading bug and the other is a from_config config-staleness bug; different failure modes and fixes." + }, + { + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different failures: model loading via `from_pretrained` vs Hub listing/revision forwarding." + "reason": "TrainerState token counting and CustomTrainer loss-signature compatibility are unrelated Trainer issues." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both report the same Qwen video-input/position-id regression; 45381 looks like a narrower repro of the broader 44479 bug." + "reason": "Both describe the same Qwen video-input regression path in transformers 5.3.0; the second is a specific symptom of the broader issue." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Different Trainer API/regression surfaces: token counting vs custom `compute_loss` kwargs." + "reason": "Qwen3.5 hidden-states behavior and tokenization changes are unrelated bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related crashes, but they hit different code paths and different root causes." + "reason": "Tokenizer AddedToken special-arg duplication and Mistral regex patching are different tokenizer bugs." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "One is a Qwen3.5 hidden-state bug; the other is a tokenization-version change report." + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex crash affect different code paths." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: zero probabilities vs image classification resize/interpolation." + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Separate multimodal model issues with different symptoms and loading/generation paths." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both concern tokenizer behavior, but the affected tokenizers and bugs are different." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Unrelated subsystems: image processor dependency handling vs Mistral tokenizer regex patching." + "reason": "A Janus test failure and a Phi-4 multimodal load failure are separate model-specific issues." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading/compatibility errors with no shared code path evident." + "reason": "MobileLLM loading key error and Float8 storage lookup error are unrelated loading/runtime problems." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug vs Smollm3 RoPE-layer mismatch are unrelated." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE-layer loss." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Completely different areas: Qwen3-MoE sliding window vs AutoImageProcessor URL loading." + "reason": "Smollm3 RoPE truncation and Qwen3.5 kernel-registration crash are distinct model bugs." }, { "left": "issue:43756", - "right": "issue:46399", + "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE/rotary concepts, but one is model architecture mismatch and the other is kernel registration, so not the same bug." + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL temporal position scaling are different mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to DiffusionGemma pipeline breakage." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are about messaging, but they concern different validation/warning paths and different functionality." + "reason": "T5 decoder-input validation messaging and synced_gpus warning text are different warning/error-message issues." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Different model families and different rotary-position problems." + "reason": "Both involve quantized inference, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is a BitsAndBytes skip-modules regression; not the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU-device bug is unrelated to T5 decoder validation messaging." + "reason": "XLNet CPU-device placement bug and T5 error-message wording are unrelated." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "One is a dependency-version bump issue; the other is stale auto-mapping references breaking CI." + "reason": "Gemma4 device_map forwarding mismatch and T5 decoder validation messaging are different issues." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different multimodal models and different failure modes." + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references breaking CI." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Unrelated: Gemma4 device-mapping bug vs T5 error-message bug." + "reason": "An isolated reproduction of one issue and a FA2 long-context performance regression are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths." + "reason": "mDeBERTa special-token insertion and CodeLlama leading-space round-trip behavior are unrelated tokenizer regressions." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different dtype mismatch failures; not mergeable into one fix." + }, + { + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "The first is an isolated reproduction of another issue; the second is a performance regression, not the same bug." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are separate config bugs." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Completely different errors: DeepSpeed training weight shape vs Bart generation unbound local variable." + "reason": "DeepSpeed weight-shape training error and BART generate-time decoder mask bug are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Both involve dtype mismatches, but on different models and different execution paths." + "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are different code paths." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are 4-bit/quantization-related, but they describe distinct bugs in different modules." + "reason": "A gguf/from_pretrained loader regression and a specific model failing to load are too general and lack evidence of the same root cause." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Different config-loading problems with no shared underlying change." + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType handling are unrelated environment/runtime issues." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Both are loading failures, but the titles point to different model/tokenizer-specific issues rather than one shared bug." + "reason": "An isolated repro of one issue and a broken Nemotron example are not enough to treat as the same bug." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Video-input processing bug vs long-context performance regression are unrelated." + "reason": "T5 error messaging and Gemma4 4-bit multimodal embedder dtype casting are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:44479 vs issue:45381, is plausibly the same Qwen video-input regression, while the rest of the verdicts appropriately avoid overclaiming duplicates across clearly different subsystems. The canonical-issue framing is also reasonable for a heterogeneous cluster." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The one accepted soft edge, issue:44479 \u2194 issue:45381, is plausibly the same Qwen video-input regression family based on the titles. The rest of the pairwise rejections are appropriately cautious given the available evidence." }, "evaluator_used": true, "retried": false, @@ -7720,7 +7626,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 25, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -7728,13 +7634,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28282", "issue:29159", - "issue:32090", "issue:33357", "issue:38175", + "issue:40444", "issue:41762", - "issue:42796", "issue:43295", "issue:43452", "issue:43526", @@ -7746,8 +7650,6 @@ "issue:43720", "issue:43742", "issue:43749", - "issue:43819", - "issue:43906", "issue:43994", "issue:44361", "issue:44442", @@ -7755,232 +7657,251 @@ "issue:44493", "issue:44737", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", "issue:44913", "issue:44936", + "issue:44991", "issue:45005", "issue:45216", "issue:45357", + "issue:45372", "issue:45375", "issue:45479", "issue:45588", "issue:45663", + "issue:45701", + "issue:45704", "issue:45920", "issue:46050", "issue:46121", - "issue:46463", + "issue:46170", + "issue:46821", "issue:46829", "issue:46846", - "issue:46899", "issue:47000" ], "soft_pairs": [ - "issue:28282|issue:32090", - "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:45663|issue:46846", + "issue:43452|issue:44843", "issue:44913|issue:46121", + "issue:41762|issue:44936", "issue:43697|issue:46829", - "issue:46463|issue:46899", "issue:44737|issue:45588", "issue:43526|issue:45479", - "issue:45663|issue:46846", "issue:43697|issue:45216", - "issue:44466|issue:45005", - "issue:41762|issue:44936", "issue:43720|issue:44898", "issue:45357|issue:45920", - "issue:44361|issue:44442", - "issue:43643|issue:45375", + "issue:43688|issue:43749", "issue:44493|issue:46050", "issue:43653|issue:44361", - "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43643|issue:45375", "issue:38175|issue:43295", - "issue:43452|issue:44843", "issue:43531|issue:43742", - "issue:29159|issue:33357", "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:40444|issue:44811", + "issue:43688|issue:45704", + "issue:45372|issue:46170", "issue:44857|issue:47000", - "issue:43819|issue:44811" + "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "0622fe7d079bca8a659464e06ac2be6863d2a286af98ead248c8453256fd530b", + "prepared_review_unit_hash": "62ec4e38a15d37097556fca0fe78fba5eee9dcfbad22d824cb289c3287ebe8c3", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 35131, - "estimated_input_tokens": 8783, - "estimated_eval_tokens": 17822 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues spanning tokenizer, model loading, training, quantization, and vision/audio regressions. No clear duplicate PRs are present; one issue stands out as a broad umbrella regression, but the soft edges are not strong enough to merge except possibly as related-thematically, not the same bug.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45920 is the best umbrella candidate: it is a broad v5 regression affecting multiple model families and has the strongest signal for a high-impact, cross-cutting loading/tokenization bug.", + "summary": "Loose cluster of mostly tokenizer/config/model-loading regression reports. The soft pairs are thematically similar in places, but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the broadest and most representative tokenizer-regression report in the set, spanning multiple models and a clear user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone triage target because it covers several affected models and a concrete regression pattern, making it the most useful anchor for follow-up.", + "best_issue_reason": "issue:45920 best captures the cluster\u2019s main recurring theme: version-related tokenizer regressions with wide model impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Different subsystems and failure modes: missing PyTorch import vs Trainer GPU broadcast TypeError." + "reason": "Both involve tied weights in v5, but one is about save_pretrained serialization order/device effects and the other is a broader translation-model tied-weights issue; not the same concrete bug." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5/Gemma-style model internals, but one is an FSDP2 per-layer shared_kv_states KeyError and the other is missing TP plan entries causing OOM/shape errors; different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "43906 is only an isolated reproduction reference; the titles do not indicate the same tokenizer bug as the BPE-marker issue." + "reason": "One is gguf_file breaking tokenizer/model loading, the other is AutoTokenizer hitting model_info() unconditionally in offline mode; same area, different failure." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/config handling, but one is silent config reload loss and the other is a TypeError on JSON-loaded validation input." + "reason": "Both are config/serialization issues, but one is GPTNeoX rotary_pct not persisting and the other is a TypeError converting rope validation keys; unrelated bugs." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different model families and different symptoms; output mismatch in RTDetrV2 is not the same as ImageClassifierOutput field wiring in VideoPrism." + "reason": "An index error during Gemma3 loading with ZeRO-3 is not the same as trainer.evaluate() failing after trainer.train(); different subsystems and symptoms." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unrelated: T5 decoder-input validation error message vs Gemma4 multimodal 4-bit dtype cast bug." + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are model-specific output bugs, but not the same underlying defect." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different code paths: XLNet CPU placement bug vs flash_attention crash on s_aux=None." + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None crash are unrelated runtime issues." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is a BEiT image processor label-reduction bug; the other is a sequence-classification loss degeneracy across models." + "reason": "Both concern label handling, but one is a BeitImageProcessorFast array-reduction bug and the other is a sequence-classification loss degeneracy across models." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both are multi-GPU/model-parallel bugs, but they affect different architectures and concrete internals; not the same bug." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions with no shared code path." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate model-loading bugs." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Related theme around tied weights, but 44466 is a device-dependent lm_head serialization bug while 45005 is a broader translation-model tied-weights issue; not enough to prove one concrete bug." + "reason": "Both are Qwen3.5/tokenization-related regressions, but one is save_pretrained writing wrong visual encoder keys while the other is AutoTokenizer producing wrong token IDs; different concrete failures." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Loading with DeepSpeed ZeRO-3 index error is unrelated to trainer.evaluate() failing after training." + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime issues." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Different models and failure modes: packed-weight loading vs Perceiver non-default-resolution interpolation." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated serialization/loading problems." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both concern regressions in v5, but one is Qwen3.5 visual encoder save keys and the other is tokenizer token-ID corruption across many models." + "reason": "BigBird mask-token registration and MLukeTokenizer task AttributeError are tokenizer-specific but not the same bug." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and different errors: MLuke task AttributeError vs AutoTokenizer load failure for FastSpeech2Conformer." + "reason": "Two different tokenizer load/task failures for different models; no shared underlying defect." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is a generic trust_remote_code AutoConfig load issue and the other is a specific Qwen3_5MoeVisionConfig @strict field-drop bug." + "reason": "AutoConfig missing fields under trust_remote_code and Qwen3.5MoeVisionConfig strict-dropping a field are both config-serialization issues, but not the same one." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Unexpected position-id keys and broken quantized save/load are separate serialization problems." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are distinct processor/model behavior bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer issues." + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are different model-loading/runtime failures." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading failure are different training-path problems." + "reason": "Both affect vision models, but Siglip2 nonsensical outputs and Perceiver non-default resolution failure are separate defects." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "SigLIP zero probabilities and processor.tokenizer regression are different multimodal issues with different symptoms." + "reason": "Loading AutoImageProcessor from URL and TimesFM window_size AttributeError are unrelated loader/runtime issues." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both affect loading, but 43452 is a gguf_file failure and 44843 is an offline-mode model_info call in mistral regex patching." + "reason": "Offline-mode model_info() bug and tokenizer load failure for EMBEDDIA/est-roberta are different tokenizer-loading problems." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Different model-specific loading/runtime errors: Qwen3-MoE sliding window vs MobileLLM key error." + "reason": "Tokenizer inconsistency and MacOS bus error with CLIP are not the same bug; one is behavior mismatch, the other is a crash." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS bus error in community CLIP." + "reason": "IterableDataset multi-image finetuning failure and Whisper batch_decode skip_special_tokens behavior are unrelated multimodal vs decoding issues." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex.FusedRMSNorm memory leak are different model/training bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Different models and different defects: nonsensical SigLIP2 outputs vs Perceiver image resolution handling." + "reason": "Gemma 4 processor import failure and Windows/ROCm torch.distributed dependency problems are separate platform/package issues." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection losses, but the crash causes differ (AMP/CUDA float16 vs infeasible cost matrix) and the code paths are not clearly the same." + "reason": "LwDetrImageLoss float16 AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Aux-loss normalization and tokenization changes across versions are unrelated bugs despite both being regression reports." } ] }, @@ -7996,7 +7917,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 26, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -8010,274 +7931,282 @@ "issue:36331", "issue:41720", "issue:42898", + "issue:43278", "issue:43295", "issue:43452", + "issue:43504", "issue:43525", + "issue:43550", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43749", "issue:43756", "issue:43761", + "issue:43782", "issue:43927", + "issue:44361", "issue:44464", "issue:44466", "issue:44479", "issue:44484", + "issue:44561", "issue:44568", "issue:44625", "issue:44704", "issue:44743", - "issue:44821", - "issue:44843", "issue:44977", - "issue:44991", "issue:45356", - "issue:45372", + "issue:45405", "issue:45440", "issue:45542", - "issue:45701", - "issue:45704", "issue:46050", - "issue:46170", "issue:46178", "issue:46402", "issue:46491", "issue:46693", "issue:46701", - "issue:46821", "issue:46829", "issue:46832", "issue:46932", - "issue:47013" + "issue:47013", + "issue:47254" ], "soft_pairs": [ - "issue:45372|issue:46170", + "issue:43295|issue:45356", "issue:43525|issue:46701", "issue:43761|issue:46829", - "issue:43295|issue:45356", - "issue:45542|issue:46178", - "issue:43688|issue:45704", "issue:43653|issue:44568", - "issue:43688|issue:45701", - "issue:46832|issue:46932", - "issue:43756|issue:46402", + "issue:45542|issue:46178", "issue:43646|issue:43749", + "issue:43761|issue:47013", + "issue:43756|issue:46402", + "issue:46832|issue:46932", "issue:43653|issue:43927", - "issue:44821|issue:46821", - "issue:44843|issue:44991", "issue:44464|issue:44743", "issue:33666|issue:36010", "issue:44479|issue:44625", - "issue:42898|issue:46491", "issue:43452|issue:43577", - "issue:43761|issue:47013", + "issue:43550|issue:44361", + "issue:42898|issue:46491", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44464|issue:44977", "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:33666|issue:36331", "issue:44977|issue:46693", - "issue:44484|issue:44704", "issue:43688|issue:45440", - "issue:33666|issue:36331" + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43643|issue:44561", + "issue:45405|issue:47254" ], - "prepared_review_unit_hash": "47a6d47bf17f2fbbe0058fa17a0936fd1da903b46a2fa278be6d86fb5a2b1922", + "prepared_review_unit_hash": "41a660919ec21c169bd2bec1dc9395f46c3de6810de1ca5a30a73e8629560b36", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35822, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions across different models, APIs, and code paths. None of the soft-edge pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The set is a heterogeneous mix of unrelated issues; none of the soft pairs looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: these items span distinct subsystems and failures, and none of the candidate pairs appears to be a true duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest, most generic v5-regression report here, but it still does not unify the rest of the cluster into one duplicate topic.", + "best_issue_reason": "No single global best issue for deduping; the closest matches are only superficial (same broad area, different concrete failures), so there is no valid cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Different failure modes: Gemma 4 processor loading via mistral_common import vs Windows/ROCm torch.distributed dependency issues." + "reason": "Both are regressions involving tokenizer/processor behavior, but one is a processor.tokenizer/images regression and the other is Kimi-K2.5 codec handling; different code paths and symptoms." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Unrelated model bugs: Llama4Config missing pad_token_id vs DiffusionGemma image-text pipeline failure." + "reason": "Llama4Config missing pad_token_id is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they hit different models and different bugs; not the same code-path issue." + "reason": "Both mention hidden_states, but they affect different models and different output contracts; not the same bug." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/fix_mistral_regex behavior." + "reason": "Both are tokenizer special-token issues, but they concern different tokenizers and different behaviors (mask token registration vs BOS/EOS insertion)." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend-registration problems with different triggers; not the same defect." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Different subsystems: MoE auxiliary-loss normalization vs T5 apex RMSNorm memory leak." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are distinct tokenizer bugs." + "reason": "Both involve TensorFlow-related backend errors, but the offending backend and failure mode differ (`tensorboard`/undefined tf backend vs `tensorflow_text` mapping)." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "General tokenization/version effects aside, these report different bugs and code paths." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are different failures in different paths." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Different areas entirely: RT-DETR feature-level handling vs Gemma4 quantized vision/audio dtype casting." + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to the xLSTM train-mode unpacking crash." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer configuration and Sam3 text-encoder weight loading are unrelated." + "reason": "RoPE-layer dropping in Smollm3 and Sam3Model text-encoder weight loading are unrelated model-specific bugs." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Both are loading-related regressions, but custom model initialization and FSDP CPU-efficient loading are different problems." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are different code paths and different errors." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token handling in BigBirdTokenizer is not the same as DiaConfig save/load losing custom token IDs." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both involve tokenizer loading, but offline mistral regex/model_info behavior is distinct from EMBEDDIA/est-roberta loading failure." + "reason": "Tokenizer special-token registration and DiaConfig saving/loading custom token IDs are different persistence/metadata bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but they are model-specific and describe different concrete failures." + "reason": "Both touch generation/caching, but one is compiled-forward inconsistency and the other is recurrent-state reset logic; not the same concrete bug." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are not the same bug." + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in multiple Qwen models vs num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression for Qwen models and num_labels propagation in Qwen3.5 are unrelated." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." + "reason": "gguf_file loading breakage and Blip2 dtype mismatch are unrelated load-time issues." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "GGUF loading failures and Blip2 dtype loading issues are different code paths." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Different models and mechanics: CLIPVision hidden_states bug vs xLSTM return_last_states unpacking crash." + "reason": "Both are tokenizer regressions, but one is a global v5 cleanup-space behavior change and the other is a CodeLlama leading-space round-trip issue." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Generic Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer `_gpu_broadcast_one` NoneType error and Qwen2-VL multi-GPU training are not the same failure." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are not the same issue." + "reason": "Serialization inconsistency for `lm_head.weight` and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and chunked-generation compiled-forward inconsistency are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward differs from Qwen3.5 flash-attention generation failure." + "reason": "Both involve generation, but one is compiled-forward inconsistency and the other is flash-attention-specific generation failure; different root causes." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation inconsistencies." + "reason": "Both are training-related, but a multi-GPU Qwen2-VL issue is not the same as `compute_loss()` signature breakage." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "One is a correctness bug in Qwen3.5 flash-attention generation; the other is a broader FA2 performance regression." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor kwarg forwarding to cached_file are different API concerns." + "reason": "Qwen3.5 flash-attention correctness failure and FA2 long-context performance regression are different bugs, one functional and one performance-related." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different models and defects: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + "reason": "MoE auxiliary-loss normalization and DeepseekV3MoE implementation divergence are both MoE-related but not the same concrete defect." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Multi-GPU training question/issue is unrelated to CustomTrainer.compute_loss keyword breakage." + "reason": "BEiT pretrained-loading legacy-field failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about `max_shard_size` is unrelated to AutoProcessor kwargs not reaching `cached_file`." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization in MoE models are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve `trust_remote_code` breakage, but one is missing config fields on load and the other is removal of `is_torch_fx_available`; different causes and fixes." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning and a PEFT+DeepSpeed checkpointing crash are unrelated." } ] }, @@ -8293,7 +8222,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 27, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -8307,282 +8236,289 @@ "issue:42796", "issue:43278", "issue:43295", + "issue:43334", "issue:43493", "issue:43504", "issue:43525", - "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43611", - "issue:43643", "issue:43646", - "issue:43688", "issue:43701", "issue:43720", - "issue:43782", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44361", "issue:44466", + "issue:44488", "issue:44514", "issue:44554", - "issue:44561", + "issue:44568", "issue:44610", "issue:44625", "issue:44734", + "issue:44843", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45491", + "issue:45759", + "issue:45812", "issue:45823", "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", + "issue:46489", "issue:46612", - "issue:46693", "issue:46846", - "issue:47254", "issue:47276" ], "soft_pairs": [ - "issue:43504|issue:43550", - "issue:43278|issue:43688", "issue:44734|issue:46612", "issue:44625|issue:47276", "issue:43504|issue:43720", - "issue:45405|issue:47254", - "issue:43782|issue:46693", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43525|issue:43572", - "issue:43577|issue:44554", + "issue:39692|issue:43493", "issue:43504|issue:44610", + "issue:43577|issue:44554", "issue:43611|issue:46846", - "issue:44964|issue:45405", + "issue:43525|issue:43572", "issue:43720|issue:44361", + "issue:44964|issue:45405", "issue:44514|issue:45290", - "issue:43643|issue:44561", "issue:28218|issue:33357", "issue:43493|issue:43825", "issue:44977|issue:46209", + "issue:45823|issue:46050", "issue:45491|issue:46002", "issue:44554|issue:46365", - "issue:45823|issue:46050", "issue:43994|issue:46192", - "issue:39692|issue:43295", + "issue:44488|issue:44843", "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43334|issue:45759", "issue:43278|issue:43844", + "issue:43334|issue:43572", "issue:43646|issue:44466", - "issue:43278|issue:43701" + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44568|issue:45812" ], - "prepared_review_unit_hash": "91b2521d4b3728ed02e63f52c232c254eb1c20593f1821879df2ed4d98f6358b", + "prepared_review_unit_hash": "064ef27ce6ad3fb7c4d9c92555f4c432846dd6d0b0b6536d2c39ce7019fa63f2", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "soft_pair_count": 30, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose thematic grouping of unrelated bugs/regressions (tokenization, config loading, generation, quantization, docs, and serving). None of the soft edges look like the same underlying issue, so there is no valid duplicate canonical here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated tokenizer, config, loading, and generation bugs. None of the soft duplicate candidates look like true same-bug duplicates, so I would keep the issues separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45812 is the strongest representative because it is a broad, concrete tokenizer regression affecting all Granite models and is more general than the many narrowly model-specific reports in the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45812 has the clearest impact, a well-scoped failure mode, and the broadest applicability, so it is the best single issue to anchor this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Different failures: pretrained preset loading vs torch.compile/SDPA runtime behavior." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Unrelated training/eval dtype drift vs auxiliary-loss normalization." - }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation caches, but one is serve KV-continuation indexing and the other beam-search cache reorder; different code paths." + "reason": "Different code paths: serve KV-cache continuation indexing vs beam-search cache reorder on recurrent models." }, { "left": "issue:44625", "right": "issue:47276", "accept": false, - "reason": "Qwen3.5 config propagation bug vs a misleading synced_gpus warning in continuous batching." + "reason": "Unrelated problems: Qwen3.5 config propagation vs a misleading warning message in continuous batching." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model-loading bugs in different subsystems." - }, - { - "left": "issue:45405", - "right": "issue:47254", - "accept": false, - "reason": "PEFT version bump issue vs checkpointing/DeepSpeed integration error; not the same bug." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL from_pretrained/weight_only failure is unrelated to FA2 long-context performance regression." + "reason": "Different failures and models: BEiT legacy-field loading vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading failure vs config token-id loss on save/load." + "reason": "Packed-weight loading bug vs DiaConfig token ID loss after save/load; not the same underlying issue." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID serialization." + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token ID persistence." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both mention missing pad-token fields, but for different config classes and different attribute names; not one concrete bug." + "reason": "Docs example mistakes and model/processor mismatch are not the same as an HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "BLIP2 dtype loading issue vs MPS attention correctness issue." + "reason": "Different subsystems: pretrained BEiT loading vs OmDet processor/model input-size mismatch." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Pretrained-load legacy-field bug vs processor image-size mismatch." + "reason": "Different bug classes: dtype propagation in BLIP-2 vs an MPS attention correctness issue." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading regression vs Qwen3.5 tensor-parallel plan omission." + "reason": "Base-model-prefix loading regression and missing tensor-parallel plan entries are separate issues." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT release-version issue." + "reason": "Similar regression theme, but different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model failures with no shared code-path." + "reason": "BitNet accelerate-loading failure and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both are chat-template crashes, but on different inputs and failure modes; not clearly the same bug." + "reason": "Model loading failure and an unreleased dependency version bump are not duplicates." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Trust-remote-code missing fields is different from removal of is_torch_fx_available breaking remote-code imports." + "reason": "Both involve `apply_chat_template`, but the triggers and failing code paths differ materially." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to a Mac bus error with CLIP." + "reason": "Tokenizer spacing bug vs MacOS bus error with CLIP; no shared underlying failure." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 model discrepancy vs pipeline translation-message wording; different concerns." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8/B200 inference failure." + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and post-save quantized-model breakage are not the same bug." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but in different models and mechanisms." + "reason": "Both mention NaNs, but the affected components and conditions are different." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention bug is unrelated to Trainer import collision with datasets." + "reason": "MPS attention correctness and Trainer import dependency issues are unrelated." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Device-map forward mismatch vs quantized save/load breakage." + "reason": "Wrong Granite token IDs and ignored `return_tensors` precedence are separate tokenizer behaviors." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for `cjvt/sleng-bert` and offline-mode regex patching are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 bad outputs are unrelated to return_tensors being ignored." + "reason": "BPE marker handling and Qwen3.5 flash-attention generation are unrelated tokenizer/model issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example mistakes vs processor.tokenizer/custom model regression; different bugs." + "reason": "Documentation example errors do not match the processor.tokenizer regression." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer BPE-marker handling vs attention/flash-attention generation." + "reason": "Both touch Qwen multimodal configs, but one is a missing config attribute and the other is an unwrap/from_config issue." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "dtype mismatch in eval is unrelated to gradient explosion under ZeRO-3." + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different training/runtime bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields; not the same defect." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage vs inconsistent lm_head.weight serialization." + "reason": "Custom model initialization breakage and device-dependent serialization of `lm_head.weight` are separate issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: dtype drift vs resume_from_checkpoint key mismatch." + "reason": "Embedding dtype issue and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Model-specific special-token regression vs Granite-wide wrong token IDs; not the same concrete bug." } ] }, @@ -8598,7 +8534,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 28, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -8606,294 +8542,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ + "issue:15354", "issue:29159", "issue:32090", "issue:33357", "issue:33666", - "issue:43334", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", "issue:43493", "issue:43504", "issue:43572", "issue:43575", "issue:43606", "issue:43653", + "issue:43696", "issue:43824", "issue:43844", "issue:43873", "issue:43927", - "issue:43937", "issue:43994", "issue:44112", "issue:44291", "issue:44361", "issue:44464", - "issue:44488", "issue:44493", - "issue:44568", "issue:44589", - "issue:44843", "issue:44849", "issue:44964", "issue:45072", + "issue:45229", "issue:45245", "issue:45357", "issue:45405", "issue:45520", "issue:45584", - "issue:45759", - "issue:45812", + "issue:45823", "issue:46050", "issue:46209", "issue:46285", "issue:46399", - "issue:46489", - "issue:46701", "issue:46710", "issue:46821", "issue:46832", "issue:46846", - "issue:47145" + "issue:47013", + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:44568|issue:46489", "issue:46209|issue:46710", "issue:43493|issue:43844", "issue:43927|issue:44361", + "issue:43572|issue:44291", "issue:43575|issue:45405", - "issue:44568|issue:45812", - "issue:44488|issue:44843", "issue:33357|issue:33666", - "issue:43572|issue:44291", - "issue:43334|issue:45759", "issue:43824|issue:44589", - "issue:46821|issue:46832", - "issue:44849|issue:46209", "issue:44589|issue:45520", + "issue:46821|issue:46832", "issue:43504|issue:43606", - "issue:43334|issue:43572", + "issue:44849|issue:46209", "issue:45245|issue:46710", "issue:44493|issue:46285", - "issue:43504|issue:43653", "issue:44849|issue:45357", + "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:45072|issue:46832", - "issue:44464|issue:45584", "issue:43994|issue:44493", - "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:42490|issue:43696", "issue:43873|issue:46050", - "issue:44849|issue:47145", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:47013|issue:47254", "issue:46399|issue:46846", + "issue:44849|issue:47145", + "issue:42947|issue:43381", "issue:29159|issue:32090", - "issue:43937|issue:46701" + "issue:45229|issue:45823" ], - "prepared_review_unit_hash": "c21fd0694bcc083b88df0d44ab8618eab280e85acfd58248dd9ae8a4b19614fa", + "prepared_review_unit_hash": "ce955cc03c419fdf76a1fe0d61c72d94a4e132bb6ad1aafc7a0359cc1398be8e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36358, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: tokenizer regressions, model-loading/config issues, training/offload errors, and CI failures. None of the soft pairs describe the same underlying bug closely enough to merge as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across tokenizers, model loading, quantization, device placement, OOMs, and training behavior. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the soft pairs are only loosely related, so none is a safe representative for duplicate triage.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is globally suitable as a canonical duplicate target; the cluster spans multiple unrelated code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they hit different models and failure modes: missing BOS/EOS handling for mdeberta-v3 vs incorrect DeepSeek-Coder output from a specific v5 tokenizer fix gap." - }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "One is an FP8 inference failure on B200 hardware, the other is an accuracy regression after a Transformers upgrade; different code paths and symptoms." + "reason": "Both mention model/inference problems, but one is FP8 OOM and the other is an accuracy regression; different bugs and code paths." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch vs a DeepSpeed ZeRO-3 gradient growth bug; both are training-related but clearly unrelated defects." + "reason": "SigLIP2 implementation discrepancy is unrelated to DeepSpeed/ZeRO training instability; not the same underlying defect." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load losing custom token IDs is a config persistence bug, while MLukeTokenizer failing on tasks is a tokenizer AttributeError; different root causes." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "Qwen2 TP OOM is a model sharding/runtime issue; MIN_PEFT_VERSION is a dependency/versioning problem." + "reason": "Both are errors, but one is config save/load token-ID loss and the other is a tokenizer/task AttributeError; no shared root cause." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both concern tokenizers, but one is about special-token addition behavior and the other is wrong token IDs for Granite models; not the same bug." + "reason": "Both involve loading with newer transformers, but the failures differ: missing config field vs unexpected init argument." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Loading cjvt/sleng-bert failing and offline Mistral regex patch calling model_info() are different loader failures with different triggers." + "reason": "Qwen2 TP OOM and an unreleased PEFT minimum-version bump are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error with a CLIP model and Qwen2-VL multi-GPU training are unrelated model/runtime issues." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "StableLmConfig missing pad_token_idx after 5.0 and init_empty_weights rejecting _is_hf_initialized are separate config/API compatibility bugs." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config not unwrapping text_config affect different model-loading paths." + "reason": "A MacOS bus error on a CLIP model and a Qwen2-VL multi-GPU training request are not the same bug." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated import/runtime issues." + "reason": "ImportError for a missing class and a Float8 storage-object type error are different failures." }, { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "TimesFM window_size AttributeError and RTDetrModel forward shape mismatch are different model-specific forward-path errors." - }, - { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and FP8 B200 inference failure are unrelated behavior regressions." + "reason": "Storage-object lookup failure and a flash_attn KeyError are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Float8 storage object lookup failure is not the same as a flash_attn import_utils KeyError on Python 3.13." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are distinct model bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy field loading and Bark CPU offload device mismatch are different subsystems and failure causes." + "reason": "Legacy-field load failure in Beit and CPU offload device mismatch in Bark are separate code paths." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are missing config fields, but on different models and fields (pad_token_id vs pad_token_idx) with distinct load failures." + "reason": "Qwen3.5 hidden-state handling and FP8 inference OOM are not the same underlying problem." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count limit error and DeepSeek accuracy regression are not the same underlying bug." + "reason": "Category-count limit and post-upgrade accuracy regression are unrelated." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys in many models and CLIP text-model structural inconsistency are separate API/serialization issues." + "reason": "Unexpected position-id key handling and CLIP text-model structure inconsistency are different issues." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Legacy BEiT field loading and BigBirdTokenizer special-token registration/empty decode are unrelated tokenizer vs model-loading bugs." + "reason": "One is an output_hidden_states bug; the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and incorrect visual-encoder keys in save_pretrained are different Qwen3.5 issues with different code paths." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in Bark-small and a stale GraniteSpeech CI test failure are unrelated." + "reason": "A real device-mismatch bug and a stale CI test about device override are not the same code-path problem." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and RTDetr feature-level mismatch are different model-specific inference bugs." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + "reason": "bfloat16 dtype mismatch in inference and RT-DETR forward TypeError are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same issue; one is model behavior, the other serialization/load warnings." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not indicate the same root cause." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different generation bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "DeepSpeed gradient anomaly during training and Phi-4-multimodal load failure are unrelated problems." + "reason": "A trailing-slash import warning and a CUDA OOM are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading not working as expected and sinq quantized model save/load breakage affect different stages and likely different code paths." + "reason": "Quantization/offloading behavior and sinq save/load corruption are different problems." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and FP8 compressed-tensors weight_scale being skipped are separate regressions." + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure do not share a concrete code-path bug." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking crash and PEFT+DeepSpeed checkpoint errors are different checkpointing issues." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "apply_rotary_pos_emb registration error with use_kernels and Qwen3.5 TP plan missing linear_attn entries are different Qwen3.5 issues." + "reason": "Qwen3.5 rotary-pos-emb registration failure and missing TP-plan linear_attn entries are separate Qwen3.5 bugs." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states output regression and FP8 weight_scale omission are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness with LoRA and a hard eval-mode restriction are not the same bug." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one NoneType TypeError are completely unrelated." + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast failure are unrelated." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 and the DiffusionGemma image-text-to-text pipeline failure are unrelated model/config issues." + "reason": "Gemma4 multi-GPU OOM and device_map='auto' device mismatch are different forward/inference failures." } ] }, @@ -8909,7 +8839,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 29, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -8917,30 +8847,31 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:15354", "issue:28218", + "issue:29870", "issue:29942", "issue:30333", "issue:34567", "issue:37428", - "issue:38175", "issue:41720", - "issue:42490", - "issue:42947", "issue:43065", "issue:43295", - "issue:43381", "issue:43450", "issue:43493", "issue:43540", + "issue:43550", "issue:43572", - "issue:43696", + "issue:43575", "issue:43701", + "issue:43824", + "issue:43844", "issue:43873", + "issue:43937", "issue:43957", "issue:44186", "issue:44423", "issue:44554", + "issue:44610", "issue:44734", "issue:44869", "issue:44977", @@ -8957,34 +8888,29 @@ "issue:45823", "issue:46050", "issue:46121", + "issue:46178", "issue:46192", "issue:46369", "issue:46701", "issue:46710", "issue:46752", - "issue:46821", - "issue:47013", - "issue:47254" + "issue:46821" ], "soft_pairs": [ "issue:28218|issue:34567", - "issue:42947|issue:43381", "issue:45084|issue:45520", - "issue:45229|issue:45823", "issue:45200|issue:45229", "issue:45588|issue:46050", - "issue:42490|issue:43696", - "issue:44869|issue:46752", - "issue:15354|issue:38175", + "issue:43937|issue:46701", + "issue:44423|issue:44734", "issue:43493|issue:43701", - "issue:47013|issue:47254", - "issue:44554|issue:45446", + "issue:44869|issue:46752", "issue:41720|issue:46710", - "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:37428|issue:43957", "issue:44977|issue:46701", + "issue:43065|issue:46369", "issue:29942|issue:30333", - "issue:37428|issue:43957", - "issue:44423|issue:44734", "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", @@ -8993,186 +8919,237 @@ "issue:43295|issue:43873", "issue:43572|issue:46821", "issue:43540|issue:45200", - "issue:44186|issue:46192" + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942" ], - "prepared_review_unit_hash": "e55b10e1a1a46980ca6600868ffb679ba0513831305a52039b239206935d7e73", + "prepared_review_unit_hash": "f37fe140a784a11fb782118642fa8bd40b642b840c398bc1b3e1d9abdefc6305", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35786, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "soft_pair_count": 32, + "serialized_chars": 37290, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-edge pairs are false positives: they mostly share a subsystem or model family name, but each pair describes a different concrete bug, failure mode, or regression. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated topics (tokenizers, flash-attention, training state, multimodal serving, model loading, etc.).", + "summary": "The proposed soft pairs are all false positives; they mostly share only a broad subsystem or model family, not the same concrete bug or change. No PRs were provided. The set is heterogeneous, so there is no strong global canonical duplicate anchor.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue emerges from this set because the items are unrelated. If one must be chosen as the clearest standalone bug report, issue 45200 is the most explicit and actionable.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there isn\u2019t a coherent duplicate cluster here, so any one issue would be an arbitrary representative.", + "best_issue_reason": "Issue 45200 is the strongest standalone report: it has a concrete failure mode, clear expected behavior, and a straightforward fix direction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token-count update bug; unrelated code paths." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is a different problem from eval-mode checkpointing prohibition." + "reason": "Tokenizer spacing bug vs trainer token-count tracking; unrelated behavior." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile error for non-template nodes vs Python 3.13 flash_attn import-key error." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "CUDA OOM during Gemma4 multi-GPU inference is not the same as device-mismatch during forward." + "reason": "Different failures in different areas: compile/template-node error vs import-utils backend lookup." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids default is a different bug from multi-GPU OOM." + "reason": "Text-only mm_token_type_ids defaulting vs multi-GPU inference OOM; not the same bug." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention crash on s_aux=None is unrelated to sinq save/load quantization breakage." + "reason": "Flash-attention sinkless-model crash vs quantized save/load breakage; separate code paths." }, { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Import warning for trailing-slash paths is unrelated to a GPT-oss CUDA OOM." - }, - { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Whisper timestamp decoding crash vs empty chat-template list crash; different failure points." + "reason": "GenerationConfig validation error vs image-text-to-text pipeline failure; unrelated." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "TorchScript GeneratorExp export failure is not the same as SigLIP2 zero-probability output." + "reason": "Both are serve crashes, but the symptoms and likely code paths differ: string `.to` error vs KV-cache indexing." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch; no shared bug." + "reason": "SigLIP2 implementation discrepancy vs resume checkpoint key mismatch; different underlying problems." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "xLSTM return_last_states unpacking bug is unrelated to PEFT/ZeRO-3 checkpointing errors." + "reason": "Whisper timestamp decoding crash vs empty-list chat template IndexError." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "MPS attention correctness issue is distinct from a PyTorch-version guard/import bug in flex_attention." + "reason": "Device-map CUDA assert on Qwen3 vs model accuracy regression after upgrade; not the same issue." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Qwen3 auto device-mapping assert is unrelated to DeepSeek accuracy regression." + "reason": "MPS attention correctness bug vs flex_attention import version check; too different to merge." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3-litetext memory overflow." + "reason": "Both involve loading/importing models, but one is a missing symbol import and the other is meta-device loading breakage." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation failure vs image-text-to-text pipeline failure; different subsystems." + "reason": "Qwen3.5 flash-attention generation issue vs DiffusionGemma pipeline failure; different models and failures." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Flash Attention 2 CI failures are unrelated to MLFlow reporting after training-job failure." + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Missing import symbol `_flash_supports_window_size` is not the same as meta-device model-loading breakage." + "reason": "Flash Attention 2 test failures vs MLflow job-reporting on failure; unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Continuous-batching multimodal crash differs from KV-cache continuation tensor-indexing crash." + "reason": "Processor.tokenizer regression vs batched video output shape issue; different bugs." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." + "reason": "Flash-attention generation problem vs accuracy regression after version upgrade; not the same root cause." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "bfloat16 dtype mismatches vs Wav2Vec2 save/tokenization failure; separate issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention sink-less-model crash is unrelated to `from_config` not unwrapping `text_config`." + "reason": "Flash-attention sinkless crash vs Qwen multimodal config unwrapping; unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` is a different bug from rope-parameter JSON list type handling." + "reason": "Gemma4 processor attribute regression vs rope-parameter list typing error." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantized offloading behavior; too broad to treat as duplicates." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to TimesFM `window_size` attribute errors." + "reason": "StableLm pad_token_idx config issue vs TimesFM window_size attribute error; unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error is not the same as Gemma4 mm_token_type_ids defaulting." + "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different features and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs text_kwargs/return_tensors handling; not the same bug." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/batched padding crash vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs return_tensors being ignored when kwargs are passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo processor size mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing StableLmConfig field vs meta-device model-loading regression; not a duplicate." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA bug vs ZeRO-3 gradient anomaly; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import regressions for different symbols/classes; same area but not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping errors, but they concern different backends and failure mechanisms." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Token-type-id defaulting vs device placement mismatch; not the same underlying change." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder mask bug vs Flash Attention 2 test failures; unrelated." } ] }, @@ -9188,7 +9165,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 30, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -9197,28 +9174,25 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:28218", - "issue:29870", - "issue:29942", "issue:35141", - "issue:37428", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:43262", "issue:43278", "issue:43295", "issue:43334", + "issue:43335", "issue:43450", "issue:43452", "issue:43493", "issue:43525", "issue:43526", "issue:43550", - "issue:43572", - "issue:43575", "issue:43653", + "issue:43819", "issue:43824", - "issue:43844", "issue:43856", "issue:43950", "issue:43975", @@ -9226,266 +9200,261 @@ "issue:44442", "issue:44466", "issue:44521", - "issue:44610", + "issue:44561", "issue:44737", - "issue:44987", + "issue:44792", + "issue:44898", "issue:45127", "issue:45198", "issue:45200", "issue:45290", + "issue:45325", "issue:45381", + "issue:45412", "issue:45520", - "issue:45823", - "issue:46178", + "issue:45563", "issue:46192", "issue:46209", + "issue:46234", "issue:46285", "issue:46512", "issue:46894", - "issue:46899" + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:43295|issue:44610", - "issue:43450|issue:43575", - "issue:45823|issue:46192", - "issue:43550|issue:43844", - "issue:43572|issue:44987", - "issue:37428|issue:43824", - "issue:29870|issue:29942", - "issue:45520|issue:46178", - "issue:45200|issue:45823", + "issue:39692|issue:46192", "issue:42490|issue:43493", "issue:43295|issue:43493", - "issue:39692|issue:46192", - "issue:44521|issue:45290", "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", "issue:28218|issue:35141", - "issue:44737|issue:46894", "issue:45381|issue:46209", - "issue:43278|issue:43856", + "issue:44737|issue:46894", "issue:44466|issue:45127", - "issue:43262|issue:43450", "issue:43824|issue:43975", - "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:45200|issue:46899", "issue:44442|issue:45198", - "issue:43334|issue:43525", "issue:43526|issue:46192", - "issue:43950|issue:46285", - "issue:45200|issue:46899" + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209" ], - "prepared_review_unit_hash": "35c0c8249d6befcab91e4f7c27ec0419ec03d2966eb8cdc95836a547864ec8a5", + "prepared_review_unit_hash": "d03628f6b5ddffb7d822044ca3a225a187710ef056a38ea5ef689ed437efb99f", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35947, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated transformer/model regressions; only the two missing-`pad_token_id` config load failures look like the same underlying bug. Everything else is just broad textual similarity across different code paths.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43334 is the clearest anchor for the shared missing-`pad_token_id` config regression: it has the concrete load traceback and directly matches the sibling Llama4 report.", + "summary": "This cluster looks heterogeneous rather than duplicate-heavy. None of the soft pairs appear to be the same underlying bug/change; most are only loosely similar by subsystem or API name. If one issue must represent the cluster, the clearest and most active regression is the multimodal `apply_chat_template` assistant-mask bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #44521 is the most clearly scoped, active, and broadly applicable regression in the set, with multiple inbound references and discussion. It is a concrete API bug in a central multimodal pathway (`apply_chat_template`) rather than a narrow model-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the strongest representative of the only true duplicate-like pair, with a specific failure mode and clear reuse potential for the same fix.", + "best_issue_reason": "#44521 is the strongest representative issue: it is open, well-described, and has the highest visible engagement among the items. It also targets a reusable user-facing code path rather than a one-off model quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both involve processors, but one is about `processor.tokenizer` / image passing and the other is an image-size mismatch; different bugs." + "reason": "Docs example errors vs a kwargs/return_tensors regression; different failure modes and code paths." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Batched video shape corruption and tensor-parallel OOM are unrelated failure modes." + "reason": "Local-path import warning and a SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Gemma4 device-map forward mismatch vs `return_tensors` precedence/ignore behavior are separate API bugs." + "reason": "Processor.tokenizer regression for multimodal custom code is not the same bug as SigLIP2 parity issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "`torch.compile` + SDPA failure is not the same as the ZeRO-3 gradient growth issue." + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are distinct model/load problems." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Missing `pad_token_idx` after 5.0 and a model-loading failure in `transformers>=5.1.0` do not point to the same defect." + "reason": "Both mention missing `pad_token_id`, but they affect different model families and are not clearly the same underlying bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different import errors for different symbols; no shared code path is evident." + "reason": "Both involve `apply_chat_template`, but one is bad assistant masks and the other is a crash on tool-call messages." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "A BART `generate()` mask initialization error is unrelated to failing Flash Attention 2 tests." + "reason": "Training/evaluate dtype drift is unrelated to Qwen3 MoE memory usage." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Python 3.13 `flash_attn` lookup and `tensorflow_text` backend mapping are separate import/back-end issues." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Both are Gemma4-related, but one is a missing multimodal token-type default and the other is a device placement mismatch." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different issues." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Local-path slash import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "XLNet CPU placement bug and CohereASR loss-shift bug do not share the same code path." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "These describe different regressions in different multimodal/model-loading paths." + "reason": "Serialization inconsistency for tied weights is not the same as LoRA merge collapse with extended vocab." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "A docs example/model-processor mismatch is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Import failure for a class and incorrect detokenization are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both touch `apply_chat_template`, but one returns empty assistant masks for multimodal inputs while the other crashes on tool-call messages with no content." + "reason": "Audio sampling-rate defaulting and batched video output shape are different processor bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + "reason": "Detokenization bug and Python 3.13 import-utils KeyError are unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are different bugs." + "reason": "Non-persistent buffer corruption and CLIP structure drift are separate regressions." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "CPU `arange` in XLNet relative \u0564\u056b\u0580 encodings is unrelated to the ASR double-shift training-loss bug." + "reason": "GGUF loading failure and stale config dtype after `from_config` are different APIs and bugs." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Wrong vision position IDs for Qwen2.5-VL video input and FP8 inference failure on B200 are different problems." + "reason": "BigBirdTokenizer special-token issue and a GraniteSpeech CI test flake are not the same problem." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "BF16->FP32 dtype drift in evaluate and MoE training memory inefficiency are not the same issue." + "reason": "Missing different import-utils helpers is too broad; these are not the same concrete bug." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct bugs." + "reason": "Gemma4 text-only token-type defaults and quantized multimodal dtype casting are distinct failures." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video output shape are separate processor issues." + "reason": "Tokenizer-load failure for FastSpeech2Conformer and save/tokenization failure for Wav2Vec2 are separate model-specific issues." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "An import error for a model class and incorrect detokenization in v5 are unrelated." + "reason": "BEiT label reduction and `return_tensors` kwargs handling are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a stale GraniteSpeech CI test do not share a concrete failure path." + "reason": "Perceiver interpolation failure and RT-DETR memory release are not the same underlying bug." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "gguf loading failures and stale `config.dtype` after `from_config(dtype=...)` are different behaviors." + "reason": "Gemma4 token-type handling and Qwen2.5-VL rope indexing are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "AutoTokenizer failing for FastSpeech2Conformer and Wav2Vec2 save/tokenization failures are model-specific and not the same bug." + "reason": "These are both Gemma4, but one is about token-type defaults and the other about quantized embedders/dtype casting." }, { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report the same underlying regression: new config objects lack `pad_token_id`, causing model loading failures." - }, - { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to `return_tensors` being ignored." + "reason": "Janus image-generation test failure and a stale paged-generate warning are different issues." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained` is unrelated to the CLIP text-model structure change." + "reason": "DAC latent mismatch and a GraniteSpeech CI test failure are unrelated." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Gemma4 multimodal token-type defaults and Gemma4 4-bit dtype casting failures are different code paths." + "reason": "SwitchTransformers sparse-layer config and Bamba SDPA compile failure are different code paths." }, { - "left": "issue:46209", - "right": "issue:46899", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "FP8 inference on B200 and 4-bit multimodal dtype casting are separate quantization/device issues." + "reason": "Different model/hardware-specific failures: Qwen3 auto device mapping vs FP8 inference on B200." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only treats 43334/43525 as the clearly duplicate-like pair based on the matching missing-`pad_token_id` failure mode, and the other soft-edge rejections are appropriately cautious. I didn\u2019t see evidence of overstatement beyond the packet\u2019s titles and similarity signals." - }, - "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 }, @@ -9494,7 +9463,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 31, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -9508,7 +9477,7 @@ "issue:33357", "issue:37428", "issue:38175", - "issue:41720", + "issue:42490", "issue:43335", "issue:43388", "issue:43425", @@ -9520,298 +9489,269 @@ "issue:43653", "issue:43819", "issue:43827", + "issue:43854", "issue:43901", "issue:44112", "issue:44206", "issue:44351", + "issue:44448", "issue:44466", - "issue:44561", "issue:44610", - "issue:44792", + "issue:44617", + "issue:44743", "issue:44855", "issue:44857", - "issue:44898", - "issue:44995", "issue:45083", - "issue:45200", - "issue:45325", + "issue:45290", "issue:45412", "issue:45520", - "issue:45563", "issue:45584", "issue:45593", "issue:45759", "issue:46170", - "issue:46209", - "issue:46234", "issue:46285", + "issue:46326", "issue:46424", + "issue:46431", "issue:46512", + "issue:46566", + "issue:46697", "issue:46821", - "issue:46858", - "issue:46932" + "issue:46858" ], "soft_pairs": [ - "issue:44792|issue:45563", - "issue:44898|issue:45412", - "issue:45200|issue:46932", - "issue:43335|issue:43550", - "issue:43819|issue:44112", - "issue:45200|issue:45325", - "issue:41720|issue:46209", "issue:44610|issue:44857", - "issue:44561|issue:46234", - "issue:43827|issue:43901", "issue:43819|issue:45083", - "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:43827|issue:43901", "issue:43606|issue:45083", "issue:43335|issue:43653", - "issue:37428|issue:43425", + "issue:44857|issue:45593", "issue:44206|issue:45584", - "issue:43388|issue:43526", "issue:46512|issue:46821", - "issue:38175|issue:45412", "issue:45759|issue:46285", "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:38175|issue:45412", "issue:29942|issue:32090", - "issue:43335|issue:43504", - "issue:44995|issue:46858", "issue:43611|issue:44466", - "issue:44855|issue:45083", "issue:46424|issue:46858", + "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:43550|issue:44112", - "issue:37428|issue:44351", "issue:43335|issue:45083", - "issue:45520|issue:46170", + "issue:46431|issue:46566", "issue:43335|issue:44112", - "issue:43335|issue:45593" + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:43335|issue:43606", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:42490|issue:43854" ], - "prepared_review_unit_hash": "be9e4ac9ae0886d7615706c519f10356ffb6b58630984340c4df42e9b4475351", + "prepared_review_unit_hash": "5b251bc981ef5ae9f3230e205a26b9ee10d94b38ba0287b3f1615d3fe4cc2e37", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37944, - "estimated_input_tokens": 9486, - "estimated_eval_tokens": 19228 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly unrelated Transformers bug reports and regressions (import errors, model-specific failures, cache/device issues, and docs mismatches). I do not see any soft pair that looks like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43611 is the best representative because it describes a broad, high-impact v5 regression affecting model loading via a core attribute, which is more central and generally actionable than the narrower, model-specific reports.", + "summary": "All suggested soft pairs are false positives. The items span unrelated bugs in model loading, caching, tokenization, docs, training, and CI, so there is no clear duplicate cluster or single canonical artifact.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the strongest single issue in the set: clear symptom, core loading path, and wide user impact across models, making it the most suitable representative for this mixed cluster.", - "best_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the cluster is a grab-bag of unrelated problems rather than one underlying bug.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Different code paths: Janus image generation test failure vs a stale warning in paged generate()." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "One is a resolution/interpolation correctness bug; the other is memory not being released on deletion." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Missing mm_token_type_ids defaults is unrelated to dtype casting in quantized embedders." - }, - { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Config creates an unexpected sparse layer; Bamba fails under torch.compile with SDPA." + "reason": "OmDet processor input-size mismatch and LwDetr AMP crash are different vision bugs." }, { "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to a stale CI device override test." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma 4 text-only fine-tuning default handling is not the same bug as Qwen2.5-VL temporal RoPE scaling." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Both are GPU-related, but one is an auto device mapping assert and the other is FP8 inference failure on B200." - }, - { - "left": "issue:44610", - "right": "issue:44857", + "right": "issue:45083", "accept": false, - "reason": "Processor size mismatch and float16 AMP loss crash are different model/component failures." + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length behavior are unrelated code paths." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Removal of an API helper and a missing availability helper are distinct import-utils problems." + "reason": "Missing flash-attention import symbol and Torch 2.10 compatibility are different compatibility issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but they concern different pipeline APIs and different behaviors." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent conversion mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP crash in one model is not the same underlying bug as auxiliary losses being skipped in another model." + "reason": "Both are docs regressions, but they concern different APIs and different stale text." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and feature-length arithmetic are unrelated bugs." + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length logic." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are different subsystems." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Import failure for a flash-attention helper is not the same as general Torch 2.10 incompatibility." + "reason": "AMP/CUDA loss crash and D-FINE auxiliary-loss behavior are separate model-training bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are different issues." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve labels, but one is metrics gathering and the other is BEiT reduce_labels behavior." + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are not the same bug." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size raising AttributeError." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Unexpected zero probabilities and model memory retention do not share the same underlying defect." + "reason": "Stale dtype in config and window_size AttributeError affect different APIs." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP class structure changes are unrelated model-loading issues." + "reason": "Composite multimodal config unwrapping and CLIP class structure drift are different model-loading issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing import error and MacOS bus error with a CLIP model are clearly different failures." + "reason": "Missing PyTorch import error and MacOS bus error are unrelated environment/runtime failures." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Flash Attention test failures and Trainer gpu_broadcast NoneType errors are separate subsystems." + "reason": "gather_for_metrics label truncation and Beit reduce_labels returning one label are different label-handling bugs." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Unexpected sparse layer creation is unrelated to Beit pretrained preset loading with a legacy field." + "reason": "Zero probabilities in SigLIP and RT-DETR memory release are unrelated." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Stale indexer cache in one model and seq_length device-tensor arithmetic in cache prefill are different cache bugs." + "reason": "Flash Attention test failures and trainer _gpu_broadcast_one NoneType errors are different failures." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Loading breakage from base_model_prefix removal is not the same as device-dependent lm_head serialization inconsistency." + "reason": "base_model_prefix loading and lm_head.weight serialization/tied-weights behavior are not the same issue." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "TorchScript parsing on Python 3.13 is unrelated to the qwen3_omni_moe length helper bug." + "reason": "Quantized cache max length config and device-tensor seq_length arithmetic are distinct cache bugs." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer construction and legacy-field loading failure are unrelated model configuration problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Cache max-length handling and seq_length device-tensor arithmetic are related only broadly, not the same concrete bug." + "reason": "Python 3.13 torch.jit parse failure and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to GraniteSpeech's stale CI device override test." + "reason": "Bamba torch.compile SDPA bug and GraniteSpeech CI device override test are different issues." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "These are both import errors, but for different missing symbols and different modules." + "reason": "SwitchTransformers sparse layers and qwen3_omni_moe feature-length helper do not share a concrete root cause." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template and meta-device loading under device_map=auto are unrelated." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Sparse-layer config and GraniteSpeech stale CI test are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn lookup failure and Windows ROCm torch.distributed import/type errors are distinct environment issues." + "reason": "Python 3.13 flash_attn import keyerror and Windows ROCm torch.distributed dependency are different platform issues." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and qwen3 recurrent-state reset are unrelated model-behavior bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "A model config construction bug is not the same as a CI device override regression." + "reason": "Chat-template crash on assistant tool-call messages and mistral_common continue_final_message are different tokenizer paths." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bark CPU-offload mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "flash_attention_utils import symbol missing and HybridCache import failure are different import errors." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated image/video pipeline issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Unexpected sparse-layer creation and missing auxiliary losses are unrelated model bugs." + "reason": "Trailing-slash local-model warning and GLM-4.7-Flash unit-test loading failure are not the same bug." } ] }, @@ -9827,7 +9767,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 32, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -9835,9 +9775,14 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ + "issue:10000", + "issue:15354", "issue:26413", + "issue:27957", "issue:28218", "issue:29127", + "issue:29870", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9855,266 +9800,269 @@ "issue:43720", "issue:43819", "issue:43825", - "issue:43854", "issue:44112", "issue:44206", + "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44617", - "issue:44743", + "issue:44561", "issue:44779", "issue:44857", "issue:45072", "issue:45083", "issue:45127", "issue:45245", - "issue:45290", "issue:45310", "issue:45459", "issue:45478", "issue:45588", + "issue:45593", "issue:45823", "issue:45859", "issue:46234", - "issue:46326", - "issue:46431", - "issue:46566", - "issue:46697" + "issue:47000" ], "soft_pairs": [ - "issue:44448|issue:44743", - "issue:45290|issue:46326", + "issue:45588|issue:45859", "issue:34689|issue:35141", - "issue:42490|issue:43854", "issue:44514|issue:44521", - "issue:45588|issue:45859", - "issue:43278|issue:43825", - "issue:29127|issue:32090", "issue:43819|issue:44493", - "issue:43606|issue:44857", "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", "issue:39692|issue:44493", + "issue:43278|issue:43825", "issue:28218|issue:32090", - "issue:46431|issue:46566", - "issue:45310|issue:45478", - "issue:44206|issue:45823", - "issue:44448|issue:44779", - "issue:43701|issue:45083", + "issue:10000|issue:15354", "issue:43720|issue:44112", - "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:44448|issue:44779", "issue:45127|issue:45245", "issue:26413|issue:31501", - "issue:42490|issue:43575", + "issue:45310|issue:45478", + "issue:44857|issue:45072", "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:42490|issue:43575", "issue:45459|issue:46234", - "issue:44857|issue:45072", "issue:38175|issue:44493", - "issue:43550|issue:45083" + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090" ], - "prepared_review_unit_hash": "459054fd5a82143488617a325df2fa6b9095e9e75cf5048b56f1998bcb682ca4", + "prepared_review_unit_hash": "3ff6b74eaa660f1e4940b1e26e10bfeefc9abbc4bad1504038f358ab625f6bc1", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35581, - "estimated_input_tokens": 8896, - "estimated_eval_tokens": 18048 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; nearly all soft pairs describe different bugs or feature regressions in different code paths. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` error pair.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for the whole set because the soft pairs span unrelated topics. The clearest duplicate issue is `issue:45478` / `issue:45310` about the Qwen3.5 MoE `from_pretrained` regression; `issue:45478` is the cleaner canonical representative.", + "summary": "The cluster is mostly a set of unrelated issues that only share broad wording. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression; the rest are different bugs, models, or subsystems and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report of the same Qwen3.5 Moe `from_pretrained` failure; issue:45478 is a near-identical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45478` is the best standalone issue candidate: it cleanly matches `issue:45310` as the same underlying bug and has the most concise, focused title for the duplicate pair.", + "best_issue_reason": "issue:45310 is the best representative issue in this cluster because it is the clearest canonical duplicate target and has the more complete problem description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different bugs: Pegasus output drift vs Qwen recurrent-state reset; separate model/code paths." - }, - { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both involve chat templating, but one is a crash on assistant tool calls and the other is `continue_final_message` behavior for `mistral_common` tokenizers." + "reason": "Different failure modes: Flash Attention crash on sink-less models vs CPU-offload incompatibility in Qwen3.5 Moe rotary embedding." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading regression vs embedding reinitialization after resizing; not the same failure." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Path-trailing-slash import warning and GLM-4.7 model-loading failure are unrelated." + "reason": "Unrelated bugs: model loading regression for Llama 3.2 Vision Instruct vs token embedding resize reinitialization." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is batched padding handling and the other is multimodal assistant-mask generation." + "reason": "Both involve `apply_chat_template`, but one is a batching/padding crash and the other is incorrect multimodal assistant masks; not the same concrete bug." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Flash-attention sink-less crash due to `s_aux=None` is unrelated to Qwen3.5 MoE CPU-offload incompatibility." + "reason": "Different code paths and symptoms: DAC latent mismatch vs unexpected position-id key warnings." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task warning message." + "reason": "Documentation example errors vs a BeitImageProcessorFast label-reduction bug are unrelated." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and Trainer `_gpu_broadcast_one` NoneType errors are different issues." + "reason": "Different model/runtime issues: Bark CPU-offload device mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "DAC latent mismatch and position-id unexpected key handling are separate bugs." + "reason": "A clearer LayoutLMv3 error message request is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Different models and failures: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." }, { "left": "issue:39692", - "right": "issue:43526", + "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/example problems and BEiT fast image-processor label reduction are not the same bug." + "reason": "SigLIP2 docs issues are not the same as position-id key warnings across many models." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Documentation/model-processor mismatch is unrelated to position-id key warnings." + "reason": "Embedding dtype drift in evaluation is unrelated to a pipeline error-message regression." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space bug and Trainer GPU broadcast TypeError do not share the same underlying cause." + "reason": "Tokenizer spacing bug vs distributed broadcast NoneType error; no shared underlying defect." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Missing chat template error and meta-device placement bug are different loading failures." + "reason": "German DistilBertModel issue and TorchScript generator-expression export failure are unrelated." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; titles and descriptions point to the same bug." + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs a stale GraniteSpeech CI test failure; not the same bug." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Unsupported `center` arg in feature extraction is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are separate problems." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both mention version-related output changes, but one is generation output drift and the other is tokenizer correctness; not the same bug." + "reason": "Different regressions: Pegasus output differences vs Deepseek tokenizer changes in v5." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Checkpoint resume key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + "reason": "LoRA merge collapse with extended vocab is unrelated to the categorical limit runtime error." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Packed-weight loading failure in BitNet and stale GraniteSpeech device-override CI failure are different problems." + "reason": "Both concern training startup/resume, but the reported failures are different and not clearly the same root cause." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `from_pretrained` regression, and the reports describe the same underlying issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + "reason": "Both are dtype-related, but they affect different models and execution paths." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "LoRA merge/model collapse with tied embeddings is unrelated to the categories-limit runtime error." + "reason": "Trainer broadcast NoneType error is not the same as a MacOS bus error when loading CLIP." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint epoch-iterator failure and FineWeb SLM startup failure are too broad and do not clearly refer to the same bug." + "reason": "Bamba SDPA/torch.compile failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + "reason": "Local-path import warning and Qwen2 OOM under tensor parallelism are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "NoneType broadcast error in Trainer and MacOS bus error loading CLIP are different failure modes." + "reason": "Tokenizer protobuf error masking and missing import utility helper are different defects." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` import-utils symbol are unrelated." + "reason": "SigLIP2 zero-probability outputs are unrelated to unexpected position-id keys." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "A missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking remote-code models." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "SIGLIP2 zero probabilities and unexpected position-id key warnings are not the same issue." + "reason": "D-FINE auxiliary-loss behavior is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support discussion for XLMRoberta is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not describe the same bug as token embedding reinitialization." + }, + { + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "BART generate() decoder attention mask bug and `_gpu_broadcast_one` NoneType error are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical duplicate call on issue:45310 / issue:45478 is well supported by the identical titles, and the other soft-pair rejections are cautious rather than overstated. No PR-mergeability issue applies here since the set is all issues." + "feedback": "The conclusion is well grounded in the packet: the only clearly duplicate pair is the identical Qwen3.5 Moe `from_pretrained` issues (45310/45478), and the other pairwise judgments stay conservative by rejecting only broad thematic similarity. The summary avoids overclaiming beyond what the titles/body sizes and timestamps support." }, "evaluator_used": true, "retried": false, @@ -10127,7 +10075,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 33, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -10135,20 +10083,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:10000", - "issue:15354", "issue:25251", - "issue:27957", "issue:29127", "issue:29870", - "issue:29942", "issue:32090", "issue:33290", + "issue:33357", "issue:34567", - "issue:34689", - "issue:35141", "issue:37428", + "issue:39692", "issue:40444", + "issue:41720", "issue:42175", "issue:42490", "issue:43257", @@ -10160,270 +10105,273 @@ "issue:43701", "issue:43873", "issue:43927", - "issue:43976", - "issue:44360", + "issue:44186", + "issue:44361", "issue:44448", "issue:44464", "issue:44466", "issue:44530", "issue:44561", + "issue:44779", "issue:44855", "issue:44871", "issue:44977", + "issue:45198", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", - "issue:45593", + "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", "issue:46399", + "issue:46421", "issue:46424", "issue:46655", - "issue:47000", + "issue:46858", "issue:47276" ], "soft_pairs": [ - "issue:45593|issue:47000", - "issue:27957|issue:34689", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:10000|issue:15354", "issue:44464|issue:46424", - "issue:45290|issue:45381", "issue:43278|issue:43329", "issue:37428|issue:42175", - "issue:29870|issue:33290", - "issue:43257|issue:43299", + "issue:45290|issue:45381", "issue:44448|issue:44977", - "issue:43278|issue:43381", - "issue:45290|issue:46655", + "issue:43257|issue:43299", + "issue:40444|issue:43526", + "issue:29870|issue:33290", "issue:44855|issue:46399", + "issue:43278|issue:43381", "issue:32090|issue:33290", - "issue:44360|issue:44561", + "issue:25251|issue:32090", "issue:43927|issue:45698", - "issue:40444|issue:43526", + "issue:45290|issue:46655", "issue:45920|issue:46192", "issue:44977|issue:45229", "issue:44530|issue:47276", + "issue:44561|issue:44779", "issue:42490|issue:43873", - "issue:43381|issue:43701", "issue:43873|issue:45229", - "issue:44871|issue:44977", - "issue:25251|issue:32090", "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:46421|issue:46858", + "issue:33357|issue:39692", + "issue:43381|issue:43701", "issue:44448|issue:44466", - "issue:43976|issue:45440" + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "848382d533c8c0e601fed0ec16063b951ef87e50ccdb65205c09833e9fd876ed", + "prepared_review_unit_hash": "b645a160c362f8256ed17a2bbd8be61cf1cfa7955b8a57b741f0f28f6506b802", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36880, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "serialized_chars": 37060, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "False-positive cluster: the items span unrelated model-loading, generation, tokenizer, training, and quantization bugs; none of the soft pairs describe the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the cluster is not a true duplicate group, so no single issue safely represents all items.", + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenization, trainers, multimodal processors, cache logic, packaging, and model-specific regressions. None of the soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is not cohesive enough to represent one underlying bug, and the issues target different code paths and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 45920 is the broadest standalone regression report, but it is not a duplicate match for the rest.", + "best_issue_reason": "No issue is a clear global representative. Picking one would be arbitrary because the cluster does not appear to be a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45593", - "right": "issue:47000", - "accept": false, - "reason": "Different failures in different detector losses: auxiliary-loss omission vs infeasible cost matrix." - }, - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Unrelated topics: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision model loading regression." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization after resize." - }, - { - "left": "issue:29870", - "right": "issue:32090", - "accept": false, - "reason": "Different code paths: BART generate() decoder mask bug vs Trainer broadcast of NoneType." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBert error and torch.jit GeneratorExp scripting issue are separate bugs." - }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as quantized-cache max length handling." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are different multimodal bugs." + "reason": "Different cache/generation bugs: chunked generation with compiled forward vs. max_cache_length being ignored except for Quantized Cache." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to missing video-branch helpers in multimodal token counting." + "reason": "Unrelated failures: embedding dtype drift during eval vs. undefined video-branch symbols in multimodal token counting." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import error and missing TensorFlow backend from a torch install are unrelated packaging issues." + "reason": "Separate packaging/import problems: missing flash-attention helper import vs. TensorFlow not installed from the torch extra." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Generation UnboundLocalError and DeepSpeed OOM with Adafactor do not share the same underlying bug." + "reason": "Both are multimodal, but the bugs differ: chat-template tool-call handling vs. video vision_position_ids computation." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed conversion and the other is a v5 loading regression." + "reason": "Different models and code paths: Pegasus output regression vs. Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Both mention Qwen3/MoE, but one is accelerated/deepspeed weight conversion and the other is a v5 model-loading regression; not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "BF16-to-FP32 eval dtype change is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Different areas: Qwen2.5-VL iterable-dataset multi-image finetuning vs. BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Assistant tool-call templating crash and SmolVLM video padding bug are different preprocessing failures." + "reason": "Completely different problems: Bart generate() state bug vs. Adafactor OOM in deepspeed." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 torch.jit parsing error and Qwen3.5 kernel registration decorator error are not the same bug." + "reason": "Both are import/decorator-related, but they affect different models and failures: Python 3.13 parsing vs. Qwen3.5 kernel registration." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different training/eval behaviors: dtype mismatch in evaluation vs. gradient checkpointing disallowed in eval mode." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and Adafactor/DeepSpeed OOM are unrelated training issues." + "reason": "Trainer distributed broadcast type error is unrelated to the deepspeed Adafactor OOM." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "DSA indexer activation omission is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one handling of NoneType." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Qwen2.5-VL finetuning with multi-image iterable data and BeitImageProcessorFast label reduction are unrelated." + "reason": "Different multimodal bugs: assistant tool-call templating crash vs. video padding calculation error." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across many models and silently ignored return_tensors are separate API bugs." + "reason": "Tokenizer regression affecting many models vs. return_tensors being ignored when text_kwargs is passed; different API bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." + "reason": "Different failures: Qwen3.5 flash-attention generation vs. Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 and a misleading synced_gpus warning are not the same issue." + "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are unrelated." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading malfunction are unrelated loading/runtime bugs." + "reason": "Both are v5 regressions, but one is a removed utility breaking trust_remote_code and the other is DeepSeek tokenizer output drift." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer behaviors." + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading failure and Gemma4 CUDA OOM do not indicate the same root cause." + "reason": "Quantization/offloading behavior is not the same bug as Gemma4 CUDA OOM on multi-GPU inference." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unclear error messaging for LayoutLMv3 boxes is unrelated to TrainerState token counting not updating." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast TypeError are different subsystems." + "reason": "Both touch cache internals, but one is spurious recompilation with chunked prefill and the other is a device-tensor seq-length arithmetic bug." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and num_input_tokens_seen not updating are unrelated trainer/model issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output drift and lm_head.weight serialization differences are distinct regression classes." + "reason": "Different v5 regressions: Pegasus output changes vs. device-dependent lm_head.weight serialization." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and failure modes: LayoutLMv2 NER/padding crash vs. Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime bugs: flash_attention.py s_aux=None crash vs. Gemma4 PLE device mismatch with device_map='auto'." + }, + { + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Python version compatibility problem and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Both are large-model/device-map issues, but the concrete failures differ: cudaErrorAssert vs. CUDA OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer bugs affecting different models; no shared code path is evident." } ] }, @@ -10439,7 +10387,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 34, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -10454,8 +10402,6 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:39692", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", @@ -10463,288 +10409,296 @@ "issue:43278", "issue:43381", "issue:43412", + "issue:43526", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", + "issue:43976", "issue:43994", "issue:44077", - "issue:44186", "issue:44206", "issue:44265", - "issue:44361", + "issue:44387", "issue:44442", "issue:44479", - "issue:44561", "issue:44568", "issue:44743", - "issue:44779", "issue:44977", "issue:45198", - "issue:45229", + "issue:45245", + "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45563", "issue:45588", + "issue:45593", + "issue:45712", "issue:45803", - "issue:45823", "issue:46121", - "issue:46421", "issue:46693", - "issue:46858", + "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:33357|issue:39692", - "issue:46421|issue:46858", + "issue:43976|issue:45440", "issue:43278|issue:43575", - "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:44561|issue:44779", - "issue:41720|issue:45229", + "issue:29942|issue:30064", "issue:44977|issue:45563", - "issue:45588|issue:45823", "issue:43611|issue:46121", "issue:45198|issue:45803", + "issue:44206|issue:44479", "issue:44568|issue:45491", + "issue:43412|issue:45588", "issue:29870|issue:34689", - "issue:29942|issue:30064", "issue:44077|issue:47276", "issue:43653|issue:44743", - "issue:44206|issue:44479", - "issue:43653|issue:44442", - "issue:43756|issue:45440", "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", "issue:44265|issue:45198", + "issue:43065|issue:43994", "issue:43575|issue:43701", "issue:29127|issue:33357", "issue:42490|issue:43381", - "issue:43065|issue:43994", + "issue:45491|issue:46693", "issue:43065|issue:45412", "issue:29127|issue:35141", - "issue:45491|issue:46693", - "issue:43412|issue:45588" + "issue:43575|issue:44387", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:43994|issue:45412", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "7e5b7a3394af31a3388bfd8fe5f6e980c14e13597ec146dcaffd13cc9837ebd9", + "prepared_review_unit_hash": "8adbc7101115df420c6d4676cdfd2214de527813c74c47ff3ea610ac5f1ab62a", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36465, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, model-loading, cache/compile, attention, and performance issues. I do not see any pair that clearly describes the same underlying bug or change, so no soft edges should be accepted.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45198 is the most connected issue in the candidate graph and is a concrete, reproducible bug report, making it the best anchor if one issue must represent this noisy cluster.", + "summary": "The items are a heterogeneous set of unrelated issues, and none of the soft-edge pairs look like the same underlying bug or change. I would keep the set split; the strongest standalone issue here is the FA2 long-context performance regression.", + "confidence": 0.78, + "canonical_issue_reason": "issue:46693 is the best representative anchor: it is concrete, user-facing, and has the strongest discussion/inbound-reference signal among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45198 is the strongest representative among otherwise unrelated reports because it is detailed, user-facing, and appears in multiple soft-similarity links.", + "best_issue_reason": "issue:46693 is the most suitable standalone issue to keep as the cluster anchor because it describes a specific regression with broad impact and substantial follow-up activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation/example errors; different failure modes and scopes." - }, - { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Both mention cache/compile behavior, but one is about spurious recompilation from lazy cache init and the other about device-tensor seq length arithmetic on non-CUDA backends; not the same bug." + "reason": "Different models and different problems: Python/version loading failure vs DeepseekV3MoE implementation divergence." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM during Qwen2-57B loading." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failures are different tokenizer/model pathways and errors." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a compatibility break; Deepseek tokenizer regression is a tokenizer logic issue." + "reason": "Unrelated symptoms: dtype change during eval vs tensor-parallel OOM while loading a specific model." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different model-specific memory/device failures." + "reason": "Flash Attention 2 test failures are not the same as image processor segmentation-map handling." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale num_return_sequences warning in paged generate()." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "A flash_attention AttributeError on s_aux=None is not the same as a Gemma4 PLE device-mismatch forward bug." + "reason": "Both mention generation, but one is a Qwen flash-attention correctness bug and the other is a stale warning in paged generate()." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are different config/loading issues." + "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except are unrelated bugs." + "reason": "Wav2Vec2 save/tokenization failure is a different bug from Fuyu's broad exception swallowing." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems and failure modes: feature extractor arg mismatch vs video-input regression in Qwen multimodal models." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Missing BOS/EOS from add_special_tokens is unrelated to Gemma3 NaN embeddings with mixed-length sliding-window attention." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model-loading break are unrelated code paths." + "reason": "Executorch export/unsupported op issues are not the same as flash_attention crash on sink-less models." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are distinct issues." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are unrelated concerns." + "reason": "Optional post_init policy and a misleading synced_gpus warning are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs in different components." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the Qwen video-input regression." + "reason": "Tokenizer special-token registration bug is not the same as Qwen3.5 recurrent-state reset logic." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer mask-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer issues." + "reason": "Both involve quantization, but one is a FineGrainedFP8 model failure and the other is quantized model saving." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer count mismatch and DeepseekV3MoE divergence from remote implementation are different model-architecture discrepancies." + "reason": "Both are model-implementation discrepancies, but they affect different models and different code paths." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to quantized model saving failure." + "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer tokenizer load failure are different bugs." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder is unrelated to Siglip2 producing wrong outputs through AutoModel/pipeline." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different classes of problems." + "reason": "Tensor-parallel OOM on model load is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error on MacOS are unrelated." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash local-path warning and gradient-checkpointing-in-eval-mode are unrelated." + "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing being disallowed in eval mode." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel outputs are separate model issues." + "reason": "Both concern generation/attention, but one is NaNs from mixed-length sliding windows and the other is a performance regression after 5.2.0." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + "reason": "Dummy layer cleanup and RT-DETR memory not being released are different lifecycle bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and post_init reinitializing resized embeddings are not the same bug." + "reason": "Error-message clarity in LayoutLMv3 is unrelated to embedding reinitialization after resizing token embeddings." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as a performance regression in FA2 long-context generation." + "reason": "Both can end in OOM, but one is load-time tensor-parallel memory pressure and the other is an int4 quantization reserved-memory regression." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "gemma3n executorch export failures and flash_attention crashes on s_aux=None are unrelated 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, + "reason": "Gemma 4 processor loading import error and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Wrong model outputs and a memory leak on deletion are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior affect different models and code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf and leftover dummy classes are unrelated maintenance 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": 35, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -10764,18 +10718,22 @@ "issue:43421", "issue:43526", "issue:43531", - "issue:43575", + "issue:43646", + "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", + "issue:44077", "issue:44279", - "issue:44387", "issue:44442", "issue:44462", "issue:44514", "issue:44625", + "issue:44743", + "issue:44811", "issue:44857", + "issue:44977", "issue:45072", "issue:45245", "issue:45250", @@ -10783,271 +10741,246 @@ "issue:45381", "issue:45406", "issue:45412", - "issue:45440", "issue:45459", "issue:45491", - "issue:45563", "issue:45584", "issue:45588", - "issue:45593", - "issue:45712", "issue:45834", + "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", "issue:46701", - "issue:46821", - "issue:47217" + "issue:46821" ], "soft_pairs": [ - "issue:45245|issue:45563", - "issue:43526|issue:47217", - "issue:45372|issue:45588", - "issue:45440|issue:45593", - "issue:45459|issue:45712", - "issue:43575|issue:44387", - "issue:43994|issue:45412", - "issue:43066|issue:44462", "issue:45406|issue:46701", - "issue:44625|issue:45584", + "issue:43334|issue:43531", "issue:43421|issue:45491", + "issue:44625|issue:45584", "issue:44442|issue:45072", - "issue:45412|issue:46369", "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43526|issue:45834", "issue:45372|issue:45459", "issue:27957|issue:33290", - "issue:27957|issue:29127", - "issue:43526|issue:45834", - "issue:33290|issue:34689", "issue:43824|issue:44279", - "issue:33290|issue:35141", "issue:43526|issue:46693", - "issue:44857|issue:45588", - "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", "issue:43994|issue:46369", - "issue:43381|issue:43873", - "issue:45250|issue:46640", "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:46121|issue:46399", - "issue:44514|issue:45381" + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "69627779d59e7046590aef0c15ac06b87be38a630ed3a7f6537e290fbb68ecc1", + "prepared_review_unit_hash": "6bc3a3df702338a8baae6972e51ce6be2662578875d51154f036a8b07c50941b", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 28, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; several items share broad keywords like Flash Attention, Qwen, or tokenizer loading, but none look like the same concrete bug/change with enough confidence to merge. No PRs are present.", - "confidence": 0.7, - "canonical_issue_reason": "issue:46640 is the broadest open issue in the only mildly overlapping subgroup (Flash Attention 2), so it is the best anchor among these issues.", + "summary": "The cluster is heterogeneous; none of the soft pairs look like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated failures across models, tokenizers, attention, and loading paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the most generic and current issue here, with the broadest title and some discussion activity, making it the best representative issue in this set.", + "best_issue_reason": "No standout best issue for consolidation because the cluster is too mixed and the issues are not interchangeable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Different bugs: category-limit runtime error vs a stale generate warning about num_return_sequences." + "reason": "Different failures: Gemma4Processor missing _tokenizer vs DiffusionGemmaGenerationOutput pipeline malfunction." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Both involve vision/text processing, but one is a Fast processor label bug and the other is a VL image-placeholder prompt bug." + "reason": "Different Qwen3 families and different symptoms: missing pad_token_id vs sliding_window behavior." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Unrelated: Gemma4 loading import failure vs flash_attention.py crashing on s_aux=None." + "reason": "TokenizersBackend post-processor update bug is unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Different model paths and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated code paths." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both are import-related, but one hides tokenizer errors without protobuf and the other concerns leftover dummy classes leaking into transformers." + "reason": "Tokenizer loading failure is unrelated to dtype mismatch in inference models." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel loading vs int4 quantization memory growth." + "reason": "Different processor/loading issues: mistral_common import failure vs Gemma4Processor attribute error." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Different subsystems: SigLIP2 inference correctness vs RT-DETR memory release on deletion." + "reason": "Both mention Flash Attention 2, but one is a generic title and the other is a distinct issue; not enough evidence of the same bug." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is decoder-type behavior in v5 and the other is tokenizer.json precedence." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Same Gemma family, but different concrete failures: processor _tokenizer missing vs DiffusionGemmaGenerationOutput pipeline behavior." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Different models and symptoms: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Different bugs: tokenizer post-processor update at runtime vs Gemma3 sliding-window NaNs on GPU." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Unrelated failures: AutoTokenizer loading a specific tokenizer vs dtype mismatches in bf16 inference." + "reason": "Both involve tokenizers, but one is decoder-type behavior in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but the models and failure modes are different enough to be separate issues." + "reason": "Unrelated memory issues in different models and failure modes." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Both mention Gemma4, but one is an import dependency problem and the other is a missing processor attribute in serve." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different problems: Gemma4 processor import failure vs tokenizer error masking when protobuf is absent." + "reason": "Importing ReasoningEffort and protobuf decode-error masking are different tokenizer/processor problems." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "No shared concrete bug; Flash Attention 2 support for XLM-Roberta is unrelated to Adafactor/deepspeed OOM." + "reason": "XLMRoberta FlashAttention2 support and Adafactor OOM in DeepSpeed are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Completely different areas: Flash Attention 2 vs LayoutLMv3 box-validation error messaging." + "reason": "ImportError for a specific model class is not the same as a general dependency issue." }, { "left": "issue:43526", - "right": "issue:45834", + "right": "issue:46693", "accept": false, - "reason": "Both touch vision/OCR processing, but the bugs are unrelated: label reduction vs long OCR input index error." + "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different issues: optimizer memory blowup vs a model-loading breakage for Llama 3.2 Vision." + "reason": "Adafactor OOM and Llama 3.2 vision model-loading breakage are different bugs." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "One is a missing export/import for a specific class; the other is a general dependency issue, not the same bug." + "reason": "FlashAttention2 support for XLMRoberta is unrelated to LayoutLMv3 box validation messaging." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Both can affect memory usage, but one is optimizer OOM and the other is embedding reinitialization after resize." + "reason": "Optimizer OOM and token embedding reinitialization are unrelated." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3 memory overflow are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "No same code-path: BeitImageProcessorFast label handling vs Flash Attention 2 long-context performance regression." + "reason": "Qwen3MoE FP8 failure and Qwen3-VL weight-shape mismatch are different loading/runtime problems." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different failures in unrelated modules: LwDetrImageLoss AMP crash vs flash attention aux-state AttributeError." + "reason": "AMP crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen-related, but one is a pad_token_id loading AttributeError and the other is a sliding_window behavior issue in MoE models." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Both mention memory/performance, but they concern different models and different failure mechanisms." + "reason": "Flash-attention crash and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different problems: gradient checkpointing in eval mode vs quantization offloading behavior." + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are different bugs." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Both are broad Flash Attention 2 issues, but the evidence is too generic to say they are the same concrete bug/change." + "reason": "Batched chat-template crash and incorrect vision_position_ids are different Qwen2.5-VL issues." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Unrelated model-specific failures: Qwen3Moe FP8 config vs Qwen3-VL weight-shape mismatch." + "reason": "Custom model initialization breakage in v5 is not the same as patchtsmixer post_init policy." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Different subsystems: flash_attention integration crash vs TimesFM window_size attribute error." + "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Both involve RoPE-related code, but one is a JSON list type error and the other is a kernel registration/decorator crash." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Same model family, but different bugs: batched chat-template padding crash vs wrong vision_position_ids for video input." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." } ] }, @@ -11063,7 +10996,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 36, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -11071,7 +11004,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ + "issue:25251", "issue:27957", + "issue:28282", "issue:29870", "issue:42175", "issue:42490", @@ -11082,10 +11017,11 @@ "issue:43525", "issue:43550", "issue:43575", + "issue:43606", "issue:43643", - "issue:43646", "issue:43701", "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -11093,27 +11029,24 @@ "issue:43931", "issue:44062", "issue:44077", + "issue:44079", "issue:44190", "issue:44206", "issue:44442", "issue:44479", "issue:44496", "issue:44743", - "issue:44811", "issue:44855", "issue:44871", "issue:44898", "issue:44913", "issue:44964", - "issue:44977", "issue:44987", "issue:45137", "issue:45216", - "issue:45245", "issue:45325", "issue:45440", "issue:45759", - "issue:45859", "issue:45907", "issue:46178", "issue:46234", @@ -11121,218 +11054,224 @@ "issue:46697" ], "soft_pairs": [ - "issue:43646|issue:44077", - "issue:44977|issue:45245", - "issue:44442|issue:44898", - "issue:44743|issue:44811", "issue:43262|issue:44206", - "issue:43761|issue:45859", - "issue:42490|issue:44743", + "issue:44442|issue:44898", + "issue:45325|issue:46697", "issue:43720|issue:44442", - "issue:27957|issue:29870", + "issue:42490|issue:44743", "issue:42175|issue:46234", - "issue:43316|issue:43525", - "issue:43873|issue:44871", "issue:44077|issue:44479", - "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:27957|issue:29870", "issue:44062|issue:45907", - "issue:44964|issue:45440", + "issue:43493|issue:43827", "issue:43643|issue:44913", + "issue:43316|issue:43525", "issue:43316|issue:45759", - "issue:45325|issue:46697", - "issue:44855|issue:45137", - "issue:44987|issue:46178", + "issue:44964|issue:45440", + "issue:25251|issue:28282", "issue:43749|issue:43931", - "issue:44190|issue:44496", - "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:44855|issue:45137", "issue:42617|issue:43575", "issue:43550|issue:43701", - "issue:43701|issue:46506" + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "64cf1263e76ac3fee5b94e1724334fb70915161bd6d0a80084021e540391e42b", + "prepared_review_unit_hash": "3acc0d1cd236dad60592c40e0f106790fe3f7add119273a9ef235468abf5d291", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35899, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items are mostly unrelated bug reports that only share broad subsystem similarity (loading, configs, multimodal, audio, etc.). None of the proposed soft edges looks like the same underlying bug/change, so they should all stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is suitable here; the cluster is too mixed and the soft links are only superficial topical similarity.", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, configs, docs, model-specific failures, and packaging/import problems. None of the proposed soft edges look like true duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are not one duplicate family, so there isn\u2019t a single issue that represents the whole cluster well.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the whole cluster for the same reason: the reports describe different code paths, models, and failure modes.", + "best_issue_reason": "issue:43749 is the strongest representative by activity and inbound references, but it is still only a representative of a broader, non-duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Generic Transformers v5 custom-init regression vs a model-specific post_init restriction; different bugs." - }, - { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs a category-cardinality RuntimeError; unrelated." + "reason": "Both are preprocessing-related, but one is an audio chat-template sampling-rate bug and the other is a LasrFeatureExtractor center-arg crash; different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer load failure vs image-classification padding/interpolation bug; different code paths." + "reason": "Tokenizer load failure vs image-classification padding behavior; different models, APIs, and failure modes." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Qwen recurrent-state/cache bug vs Whisper batch_decode skip_special_tokens handling; unrelated." + "reason": "Both affect vision preprocessing, but one is a Qwen2.5-VL rope/position-id scaling bug and the other is Swin2SR over-padding; not the same bug." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Audio chat-template sample-rate default vs LasrFeatureExtractor center-arg crash; not the same defect." + "reason": "Packed-weight loading in accelerate vs AutoTokenizer failing on a specific tokenizer class; unrelated subsystems." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "CLIP vision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility; distinct failures." + "reason": "Local-path import warning and recurrent-state reset in Qwen3.5 are unrelated issues." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Import-warning path handling vs Qwen recurrent-state reset; unrelated." + "reason": "Packaging/backend missing TensorFlow vs a missing import_utils helper; different root causes." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "BitNet packed-weight loading failure vs tokenizer loading failure; unrelated." + "reason": "Optional post_init validation on one model class vs a video-input regression across several Qwen models." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "XLM-R Flash Attention 2 issue vs BART generate decoder_attention_mask UnboundLocalError; unrelated." + "reason": "Quantization/offloading behavior vs Gemma eos_token_id mismatch; different functionality entirely." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Missing TensorFlow backend in torch install vs missing falcon_mamba availability helper; different packaging/backend issues." + "reason": "Flash Attention 2 support for XLM-Roberta vs a Bart generate() UnboundLocalError; unrelated failures." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Both are config API bugs, but they affect different models and fields; not the same underlying issue." + "reason": "Tokenizer AddedToken keyword collision vs hub file listing not forwarding revision; different layers and bugs." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Quantization/offload behavior vs Gemma-3 eos_token_id mismatch; unrelated." + "reason": "SigLIP2 implementation discrepancy vs docs still mentioning removed pipeline APIs; model behavior vs documentation." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "patchtsmixer post_init policy vs Qwen video-input regression; unrelated." + "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting; both config-related but not the same defect." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "SigLIP2 implementation drift vs docs still referencing removed pipeline(); unrelated." + "reason": "Different model config API mismatches: Gemma3TextConfig discrepancy vs Llama4Config missing pad_token_id." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "AddedToken special-arg duplication vs list_repo_files revision forwarding; unrelated." + "reason": "Gemma3TextConfig API discrepancy and Qwen composite text_config unwrapping are separate model-config problems." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and failures: Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence." + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence from remote implementation; distinct models and symptoms." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both touch config persistence, but one is trust_remote_code returning incomplete objects and the other is GPTNeoX rotary_pct resetting; not the same bug." + "reason": "Pipeline top_k output shape bug vs missing PyTorch dependency error; no shared underlying bug." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch; different loading paths and causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR image over-padding; unrelated." + "reason": "Model load failure on a specific repo vs tensorflow_text backend registration error; unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Python 3.13 import parsing issue from a torch.jit comment vs DeepSpeed ZeRO3 deque underflow; different errors." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Model-load regression on transformers>=5.1 vs backend registry missing tensorflow_text; unrelated." + "reason": "Running 3d_parallel.py vs tp-loading Qwen2-57B OOM; same general area of execution, but not the same bug." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "FSDP CPU RAM-efficient loading broken vs Qwen3-VL weight-shape mismatch; unrelated." + "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated code paths." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script vs unrecognized model/config.json issue; unrelated." + "reason": "Local dataset loading problem vs unrecognized model/config.json missing model_type; different stages of the stack." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression; different directions." + "reason": "Load-time weight mismatch vs save_pretrained regression; both Qwen-related but not the same defect." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "3d_parallel.py execution failure vs tensor-parallel OOM on a specific Qwen model; unrelated." + "reason": "OOM while loading a large Qwen model vs key error loading MobileLLM-125M; different models and failure causes." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." + "reason": "CLIPVisionModel not returning hidden_states vs ModelOutput key assignment when a prior value was None; related theme, but distinct bugs." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence; unrelated." + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; no shared underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems and symptoms." } ] }, @@ -11348,7 +11287,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 37, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -11358,38 +11297,37 @@ "nodes": [ "issue:16998", "issue:22355", - "issue:25251", "issue:27957", - "issue:28282", "issue:32090", "issue:42490", "issue:42907", + "issue:43065", "issue:43232", "issue:43295", "issue:43316", + "issue:43352", "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43575", - "issue:43606", + "issue:43540", "issue:43646", - "issue:43701", "issue:43716", - "issue:43742", "issue:43761", "issue:43825", "issue:44077", - "issue:44079", "issue:44162", "issue:44188", "issue:44442", "issue:44464", "issue:44496", + "issue:44514", "issue:44521", "issue:44534", + "issue:44617", "issue:44792", "issue:44871", + "issue:44877", "issue:44913", "issue:45584", "issue:45698", @@ -11399,7 +11337,7 @@ "issue:46291", "issue:46365", "issue:46421", - "issue:46821", + "issue:46640", "issue:46829", "issue:46932", "issue:47217", @@ -11407,223 +11345,216 @@ ], "soft_pairs": [ "issue:44442|issue:45803", - "issue:43575|issue:43742", - "issue:27957|issue:32090", - "issue:43606|issue:43701", "issue:42490|issue:47276", - "issue:43761|issue:44079", + "issue:27957|issue:32090", "issue:43232|issue:43388", - "issue:25251|issue:28282", "issue:43761|issue:44188", "issue:46829|issue:46932", "issue:43295|issue:44871", - "issue:42907|issue:45698", - "issue:16998|issue:22355", - "issue:44521|issue:47217", + "issue:43316|issue:43716", "issue:44871|issue:45584", "issue:43295|issue:43825", - "issue:43316|issue:43716", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", "issue:46234|issue:46291", - "issue:43646|issue:44913", - "issue:43316|issue:46821", + "issue:43316|issue:44877", "issue:44077|issue:44534", + "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:44464|issue:46421", - "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:43352|issue:46640", "issue:44162|issue:44792", - "issue:43404|issue:43441" + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "136ca352eebf0148ddc3c155834467ff2cf59dda3ed21f585b99d69f9dc2f40d", + "prepared_review_unit_hash": "5d6ec248b2bc7bf7e346f1cdb08f0d2bd93a6fb6fa08fb27ea70d27b5a997c5b", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35712, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34773, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are all false positives: they span unrelated bugs in tokenizer/model loading, generation, multimodal templating, config serialization, import paths, and runtime behavior. No single canonical issue or PR emerges from this set.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is a grab-bag of unrelated issue reports across model loading, multimodal processing, generation, config serialization, and infrastructure warnings. None of the soft-edge pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate exists because the issues span many unrelated code paths; if one must be chosen, #45698 is the most generally described and discussion-heavy report, so it is the best anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45698 is the strongest representative issue by discussion/activity and breadth of impact, but it still does not meaningfully unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Unrelated failures: tokenizer loading vs. bare-except error handling in Fuyu tensor conversion." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "Different problems: tensor-parallel OOM on a large Qwen model vs. key error while loading MobileLLM." - }, - { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to the Trainer broadcast NoneType error." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is not the same bug as resume_from_checkpoint key mismatch." + "reason": "Unrelated tokenizer-loading failure vs. a tensor conversion exception in Fuyu; different subsystems and failure modes." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Import warning on trailing-slash local paths is unrelated to the synced_gpus warning text in continuous batching." + "reason": "One is a trailing-slash local model import warning; the other is a misleading synced_gpus warning in continuous batching. Same warning theme only at a very high level." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is distinct from generic ModelOutput key assignment behavior." + "reason": "FlashAttention support for XLM-Roberta vs. a Trainer GPU broadcast TypeError; different features and code paths." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync issue and gather_for_metrics label truncation affect different code paths." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k output shaping is unrelated to missing PyTorch import errors." + "reason": "Generation kwargs sync after synced_gpus vs. gather_for_metrics truncating tuple labels; both are runtime bugs but in separate utilities." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is not the same as torch.compile attention-kernel divergence." + "reason": "CLIPVision hidden_states regression vs. attention kernel divergence under torch.compile; both involve forward behavior but not the same bug." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Video classification output wiring and Gemma4 quantized dtype casting are different issues." + "reason": "Video classification output mapping bug vs. Gemma4 quantized embedder dtype casting; different models and different fixes." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to inconsistent eos_token_id configuration." + "reason": "Custom processor/tokenizer regression vs. eos_token_id config inconsistency; both touch model config, but not the same underlying defect." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate serialization bugs." + "reason": "Gemma3TextConfig API discrepancy vs. Mistral-3 image preprocessor dtype mismatch; distinct model families and issues." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "model_max_length questions for DeBERTa-V3 do not match a missing transformers.onnx import." + "reason": "EOS token config mismatch vs. Whisper empty-transcription generation failure; unrelated model behaviors." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Both are multimodal, but one is an all-zero assistant mask issue and the other is failure when the image placeholder appears in user text." + "reason": "Custom model processor regression vs. pipeline translation-task messaging; one is code breakage, the other is an error-message wording issue." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Dequantized model save failure vs. wrong custom module loaded after save_pretrained; both are persistence-related, but they affect different mechanisms." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Custom model processor regression is unrelated to the pipeline translation-support error message." + "reason": "Assistant mask computation in apply_chat_template vs. image placeholder handling in VL user text; both multimodal, but different bugs and likely different fixes." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 dtype mismatch are different model-family bugs." + "reason": "DeBERTa model_max_length question vs. missing transformers.onnx module import; unrelated topics." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels v0.15 version/revision requirement are separate import-time issues." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct reload loss." + "reason": "Missing import_utils helper vs. kernels import failure due to version/revision requirements; both are import-time issues but not the same code path." }, { "left": "issue:43316", - "right": "issue:46821", + "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." + "reason": "Gemma3 config API mismatch vs. strict config rejecting granite_speech; both are config/schema problems but different models and symptoms." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer junk in v5 are unrelated behaviors." + "reason": "Optional post_init allowance vs. non-persistent buffers being filled with junk; both involve initialization, but they are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage vs. GPTNeoX rotary_pct not persisting on reload; separate initialization vs. serialization bugs." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage is not the same as missing model_type in config.json." + "reason": "gguf_file affecting tokenizer/model loading vs. unrecognized model type in config.json; both are loading issues, but one is about a specific argument and the other about model metadata." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id inconsistency is unrelated to quantized model save/load breakage." + "reason": "Gemma3 eos_token_id inconsistency vs. sinq quantization save/load breakage; unrelated persistence/config regressions." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are different compiler/runtime symptoms." + "reason": "Chunked generation inconsistency under compiled forward vs. cache lazy initialization causing recompilation; both relate to generation performance, but not the same bug." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs. Ministral-3 FlashAttention failure; same model family, different concrete defects." + }, + { + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Fuyu tensor conversion exception handling is unrelated to the Trainer import failure caused by datasets." + "reason": "NemotronH FlashAttention 2 support gap vs. a generic Flash Attention 2 issue; the titles are too broad and do not show the same underlying failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific issues." + "reason": "ESM2 trainer/workflow breakage vs. janus image-generation test failure; completely different models and failure surfaces." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor-conversion error vs. import Trainer only after uninstalling datasets; unrelated import-resolution problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs. batched apply_chat_template crash in Qwen2_5_VLProcessor; both multimodal, but different processors and bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral FlashAttention failures do not describe the same concrete code-path bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. Sam3Video CUDA OOM; same project area, but one is architecture stubbing and the other is memory usage." } ] }, @@ -11639,7 +11570,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 38, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -11647,28 +11578,27 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ + "issue:25251", + "issue:27957", "issue:35141", "issue:41950", "issue:42490", - "issue:43065", - "issue:43352", "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", - "issue:43540", "issue:43572", "issue:43650", "issue:43673", "issue:43688", + "issue:43931", + "issue:44060", "issue:44190", "issue:44242", "issue:44479", - "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44743", "issue:44792", "issue:44855", @@ -11685,223 +11615,230 @@ "issue:45632", "issue:45698", "issue:45803", + "issue:46082", "issue:46170", "issue:46178", "issue:46202", "issue:46234", "issue:46369", "issue:46424", - "issue:46640", "issue:46693", + "issue:46697", "issue:46894", "issue:47217" ], "soft_pairs": [ - "issue:43065|issue:44617", "issue:44242|issue:46894", - "issue:43540|issue:44514", "issue:43572|issue:46178", "issue:45381|issue:47217", - "issue:45542|issue:46234", "issue:44610|issue:46369", + "issue:44792|issue:44977", "issue:45632|issue:46424", "issue:43504|issue:45698", - "issue:44792|issue:44977", + "issue:45542|issue:46234", + "issue:44534|issue:44913", + "issue:44479|issue:47217", "issue:44792|issue:45600", + "issue:43525|issue:43531", "issue:45803|issue:46170", + "issue:25251|issue:27957", "issue:43650|issue:46202", - "issue:44479|issue:47217", - "issue:43352|issue:46640", - "issue:43525|issue:43531", - "issue:44534|issue:44913", "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43931|issue:44060", "issue:35141|issue:42490", - "issue:41950|issue:43475", "issue:46693|issue:47217", - "issue:43673|issue:44743", - "issue:44190|issue:44964", "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:41950|issue:43475", "issue:44855|issue:45588", + "issue:44190|issue:44964", "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "6fc37255d09a99cc3847b4bf8f9bf33ee8908f1c6b518dc515d2dd975c13f0b3", + "prepared_review_unit_hash": "1fa51f0d645dfee642f046fbaa1c2b74cb41defb64ec53cbf80eecdc63923d5e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35415, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (VL, cache, FA2, loading) but point to different concrete bugs, models, or code paths. I would reject all soft edges and not treat any item as a duplicate canonical for the whole set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the issues span unrelated model config, generation, vision, loading, and backend problems. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not represent one defect family; the items are mostly unrelated examples of different bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a clear global representative for deduping the cluster, since the pairwise links are only superficial similarity and not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Both involve SAM3, but one is a dummy Conv2d architecture concern and the other is a CUDA OOM report; different failure modes and code paths." - }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both concern training loss behavior, but they affect different models and bugs: router-logit load balancing vs CohereASR double-shift loss handling." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both are multimodal input bugs, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat template padding; not the same underlying issue." + "reason": "Both mention loss computation, but they are different bugs in different models/training paths and do not describe the same code-path failure." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: StableLm config pad token field vs a TensorFlow backend mapping/import error." + "reason": "StableLmConfig missing pad_token_idx and tensorflow_text backend registration are unrelated failure modes." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL input-format problems, but one is wrong video vision_position_ids and the other is image-placeholder placement in user text." + "reason": "One is a qwen2.5-vl video position-id regression; the other is a general image-placeholder parsing failure in VL models." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Different subsystems: TensorBoard/TF backend detection versus a missing import_utils availability helper." + "reason": "OmDet-Turbo processor output size mismatch and SAM3 memory overflow are different processor/model issues." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: OmDet processor image size mismatch versus SAM3-LiteText memory overflow." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug affect different models and code paths." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision for local models is unrelated to max_cache_length being honored only for Quantized Cache." + "reason": "Trust-remote-code cache path collision is about local module cache naming; max_cache_length only honored for quantized cache is a separate cache-policy bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading/saving models, but one is a legacy config field for Beit segmentation presets and the other is wrong custom module resolution after save_pretrained." + "reason": "A legacy-field load failure in BEiT semantic segmentation is unrelated to saving/loading the wrong custom module." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific bugs." + "reason": "TensorBoard/TensorFlow backend import behavior is unrelated to the missing falcon mamba availability helper." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "A Janus test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload loss are different persistence/config bugs." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Bare except swallowing errors in tensor conversion is unrelated to Windows/ROCm import failures caused by torch.distributed dependency handling." + "reason": "The video regression for several Qwen VL models is not the same as the generic image-placeholder failure." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "The titles give no shared bug: generic data request versus Gemma pipeline roundtrip failure on a specific token character." + "reason": "A Janus test failure and an auto_mappings CI break from removed Sam3LiteText configs are unrelated." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Both mention VL inputs, but one is a broad video regression across several models while the other is specifically image-placeholder placement in user text." + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are different configuration/model issues." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "A model-specific unsupported Flash Attention 2 warning is not the same as a generic Flash Attention 2 issue." + "reason": "Bare except in Fuyu tensor conversion and Windows ROCm torch.distributed import problems are unrelated." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Different model/config bugs: missing pad_token_id in Llama4Config versus sliding_window behavior in Qwen3-MoE." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are not the same defect." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload defaulting are unrelated configuration/state bugs." + "reason": "A generic 'ADD THE DATA' issue and Gemma roundtrip failure on \u2581 are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA vocabulary-merging collapse with tied embeddings is a different problem from Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model-behavior bugs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Embedding reinitialization after resize and import warnings from trailing-slash local paths are unrelated." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/warning issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different bugs." + "reason": "Embedding reinitialization after resize and slash-ending local-model import warning are unrelated." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to VL placeholder handling." + "reason": "FA2 long-context performance regression is not the same as VL placeholder handling." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both are cache/state related, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset with seq_len>1." + "reason": "gather_for_metrics dropping tuple labels and auxiliary loss normalization in MoE models are different training bugs." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different areas entirely: local dataset loading in a training script versus loading a specific multimodal model." + "reason": "Generation cache missing in v5 chunked_prefill and Qwen3.5 recurrent-state reset are separate cache/state bugs." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "A dataloader label-gathering bug is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Video-classification processor using image processors and SAM3 VisionEncoderOutput missing attribute are different pipeline/model issues." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to an AttributeError in flash_attention.py when s_aux is None." + "reason": "Python 3.13 import parsing/IndentationError and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in an example script and Phi-4 multimodal model loading error are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and MIN_PEFT_VERSION bump are unrelated." } ] }, @@ -11917,7 +11854,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 39, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -11926,7 +11863,6 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", "issue:35141", "issue:39692", @@ -11934,27 +11870,29 @@ "issue:43065", "issue:43295", "issue:43335", + "issue:43526", "issue:43550", "issue:43644", "issue:43827", "issue:43854", - "issue:43931", "issue:43994", - "issue:44060", "issue:44190", "issue:44242", "issue:44479", "issue:44610", "issue:44617", "issue:44734", + "issue:44779", "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44933", "issue:45072", + "issue:45127", "issue:45245", "issue:45276", + "issue:45357", "issue:45362", "issue:45381", "issue:45406", @@ -11962,8 +11900,8 @@ "issue:45584", "issue:45588", "issue:45632", - "issue:46082", "issue:46369", + "issue:46489", "issue:46617", "issue:46655", "issue:46697", @@ -11974,238 +11912,242 @@ "issue:47013" ], "soft_pairs": [ - "issue:29870|issue:35141", - "issue:45072|issue:46932", "issue:45245|issue:46858", - "issue:43644|issue:44913", "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:45072|issue:46932", "issue:44734|issue:45406", "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:43335|issue:44855", - "issue:25251|issue:27957", + "issue:43644|issue:44913", "issue:44617|issue:45584", - "issue:46082|issue:46697", - "issue:43931|issue:44060", + "issue:43335|issue:44855", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", "issue:44242|issue:46897", "issue:45563|issue:45584", - "issue:41720|issue:45245", "issue:45381|issue:46369", "issue:43550|issue:44190", - "issue:44933|issue:45362", - "issue:43335|issue:44190", + "issue:25251|issue:29870", "issue:43854|issue:44792", "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:43335|issue:44190", "issue:45381|issue:46655", "issue:44617|issue:46369", - "issue:44479|issue:44734", "issue:43295|issue:45276", - "issue:45588|issue:47013", - "issue:39692|issue:44190" + "issue:39692|issue:44190", + "issue:43526|issue:46697", + "issue:45127|issue:45357", + "issue:44779|issue:46489" ], - "prepared_review_unit_hash": "40b2463c74be282d0ba9a31c5d428cfe975d37d37724c7af4b47dcc3b7c0f1c3", + "prepared_review_unit_hash": "245bd9913d1669fd1e225fcef6662f562227f6de0343499670a08dd9d6e9de1e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35773, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem vocabulary (pipeline, cache, video, model loading, etc.) but not the same underlying bug. I rejected every soft edge and found no single canonical issue/PR for the whole set.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is mostly a noisy mix of unrelated bug reports. Only the DeepSeek tokenizer regression pair looks like a genuine duplicate/follow-up; the rest share broad subsystem terms at most, not the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44779 is the best canonical issue because it is the broader original report of the DeepSeek tokenizer regression, and issue:46489 explicitly describes itself as a gap in the earlier fix.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44779 is the strongest global anchor in this cluster: it matches the only clear duplicate pair and has the most general description of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "Different bugs: one is an UnboundLocalError in generate() for Bart, the other is token-embedding resize reinitialization when tie_word_embedding is False." - }, - { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both mention dtype/casting, but they affect different models and code paths (SwitchTransformers/TimmWrapperModel vs Gemma4 quantized embedders)." + "reason": "Unrelated failures: category-count error vs cache-length/device-tensor arithmetic bug." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Unrelated failures: category-count limit overflow vs static-cache prefill arithmetic on a device tensor." + "reason": "Both mention pipeline, but one is docs cleanup and the other is a model/pipeline inference correctness bug." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Different problems: junk-filled non-persistent buffers after init vs GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Different code paths and symptoms: BART generate mask initialization vs embedding reinitialization after resize." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "One is docs still referencing removed pipeline() APIs; the other is an inference correctness bug for SigLIP2. Same keyword, different issue." + "reason": "Both are dtype-related, but the model paths differ and the reported bugs are not the same concrete issue." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "Same serving area, but one is tensor indexing in /v1/responses and the other is a missing processor attribute." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + "reason": "Whisper decode crash vs RT-DETR feature-level mismatch; no shared bug." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but one is leaf-directory collision and the other is a FileNotFoundError when loading from cache; not clearly the same bug." + "reason": "Generic buffer initialization problem vs GPTNeoX config reload defaulting; unrelated symptoms and fixes." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer config creation bug vs Python 3.13 IndentationError from @torch.jit.script parsing; unrelated." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation failure; different models and root causes." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Config bug in SwitchTransformers vs a Python 3.13 import/parse error; not the same bug." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Sam3 video OOM and Whisper empty-transcription generation failure are different models and failure modes." + "reason": "Different failures in different subsystems: flash-attention sink handling vs xLSTM unpacking behavior." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Head_dim validation in LlamaConfig is unrelated to Swin2SR image over-padding." + "reason": "Both involve trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Different Qwen issues: one is a loading shape mismatch for Qwen3-VL, the other is a tied-weights warning in Qwen3-Next." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the category-count error." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission in MoE routing is not the same as Florence2's training-loss double-shift bug." + "reason": "Different mixture-of-experts training bugs with different loss mechanics and models." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as Whisper crashing on empty transcription." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Auto device mapping CUDA assert and the 2^24 category limit are unrelated." + "reason": "Paged generate warning regression vs Whisper empty transcription crash; unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug and Sam3-LiteText memory overflow are different subsystems and failures." + "reason": "Video position-id regression vs Sam3-LiteText memory overflow; no shared underlying change." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure is unrelated to a local dataset-loading script issue." + "reason": "torch.compile/SDPA model failure vs dataset-loading script issue; different areas entirely." }, { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "A nonexistent import from image_utils and a Qwen3.5 chat crash are not the same bug." - }, - { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Sparse-layer configuration bug vs dataset loading failure; no overlap in underlying defect." + "reason": "Pipeline top_k nesting bug vs BART decoder_attention_mask UnboundLocalError; unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash loading problems and janus generate_images test failures are different issues." + "reason": "Different model-specific test failures with no shared code path evident." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model implementation/preprocessing issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is processor output-size mismatch in OmDet-Turbo." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet processor size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs serve tensor-indexing crash; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import vs Qwen3.5 chat crash; no direct overlap." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing bugs, but one is wrong vision_position_ids and the other is incorrect padding calculation; not the same code-path problem." + "reason": "Both are video/image processor issues, but the bugs are different: wrong vision positions vs padding math." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but they are different Sam3 variants and different failure modes (OOM vs overflow); too broad to merge." + "reason": "Same model family, but one is OOM and the other is a memory overflow report for a different variant; not a clear duplicate." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "A video-input regression across Qwen models is unrelated to serve KV-cache continuation tensor indexing." + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding-resize behavior." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not updating Gemma4 embeddings are distinct bugs." + "reason": "SigLIP2 docs/model mismatch vs local dataset loading; different problem class." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Flash-attention sink-less model crash and xLSTM return-value unpacking failure are unrelated." + "reason": "Different image-processor bugs: labels reduction vs over-padding." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Broken SigLIP2 docs example and local dataset loading failure are not the same underlying issue." + "reason": "LoRA merge / tied embeddings collapse vs incorrect visual encoder keys on save_pretrained; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5; 46489 explicitly treats its behavior as a gap in the earlier fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and the verdicts are conservative. The DeepSeek tokenizer pair is the only clearly supported duplicate/follow-up relationship, and the other soft-edge rejections do not overclaim beyond the evidence in the issue titles/descriptions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12214,7 +12156,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 40, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -12222,23 +12164,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:25251", "issue:27957", - "issue:29870", "issue:32090", "issue:35141", "issue:36246", "issue:38617", "issue:41628", + "issue:41950", "issue:42175", "issue:42796", + "issue:43295", + "issue:43335", "issue:43404", - "issue:43526", "issue:43531", "issue:43540", "issue:43643", "issue:43673", "issue:43854", + "issue:44016", "issue:44112", "issue:44246", "issue:44279", @@ -12247,263 +12190,267 @@ "issue:44521", "issue:44734", "issue:44737", - "issue:44779", "issue:44938", "issue:44964", "issue:45003", - "issue:45127", + "issue:45042", "issue:45216", "issue:45276", "issue:45290", - "issue:45357", + "issue:45335", "issue:45381", "issue:45542", "issue:45584", + "issue:45593", "issue:45600", "issue:45632", "issue:45803", "issue:45907", "issue:46234", "issue:46421", - "issue:46489", - "issue:46697", "issue:46752", "issue:46858", "issue:47217" ], "soft_pairs": [ "issue:43673|issue:46421", - "issue:45127|issue:45357", "issue:45276|issue:45584", - "issue:44779|issue:46489", "issue:43540|issue:44734", "issue:44462|issue:45907", - "issue:45290|issue:46752", - "issue:25251|issue:29870", "issue:44112|issue:45600", - "issue:44521|issue:45381", "issue:43643|issue:44496", "issue:43854|issue:44964", - "issue:27957|issue:35141", - "issue:44938|issue:45542", - "issue:44246|issue:45003", - "issue:43526|issue:46697", - "issue:44964|issue:45600", - "issue:44737|issue:45803", + "issue:45290|issue:46752", + "issue:44521|issue:45381", "issue:43673|issue:46858", - "issue:44112|issue:44964", + "issue:44737|issue:45803", + "issue:44246|issue:45003", + "issue:27957|issue:35141", "issue:42175|issue:44279", - "issue:44496|issue:47217", - "issue:32090|issue:35141", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:44938|issue:45542", "issue:42796|issue:44521", + "issue:43404|issue:45216", + "issue:32090|issue:35141", "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:43335|issue:45593", "issue:36246|issue:41628", - "issue:43404|issue:45216", "issue:36246|issue:38617", - "issue:43531|issue:45600" + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:41950|issue:44016" ], - "prepared_review_unit_hash": "89176adbe17e52c8ef0a11ef42f55b16b093227f2c0681ba5418a59296be06d5", + "prepared_review_unit_hash": "82c5d98dd0c1eca7a2a33deda15c4f2e2f0a1d403917b60074d5ad8e4f341314", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36771, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "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": "This cluster is heterogeneous: the soft pairs mostly share only broad themes like import errors, generation, tokenizers, caching, or multimodal handling, but they describe different concrete bugs and fixes.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems and failure modes, so they do not form one duplicate bug cluster.", + "summary": "The cluster is heterogeneous: the soft-similarity links connect related keywords, but the paired issues describe different bugs, regressions, or environments rather than one underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits well; these issues span unrelated areas such as chat templates, cache behavior, model loading, imports, embeddings, and CI failures.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not cohesive enough to treat any one report as the canonical duplicate target.", + "best_issue_reason": "No issue is a strong global representative. If forced, issue 47217 is the broadest/openest, but it still does not cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill cache behavior, but one is missing cache state and the other is lazy init causing recompilation." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Different problems: LoRA merge with tied embeddings vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Both involve cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 while the other is about lazy cache init causing recompilation; different bugs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Same general family of model bugs, but one is gemma4 resize embeddings and the other is Whisper empty transcription handling." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": false, - "reason": "Both concern DeepSeek tokenizers, but one is v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix." + "reason": "Different subsystems and failures: Gemma4 embedding resize bug vs Whisper empty-transcription generation bug." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Unrelated failures: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + "reason": "Unrelated code paths: Qwen3OmniMoe video-input validation vs transformers serve KV-cache continuation indexing." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository utility bugs, but one is tokenizer.json selection and the other is list_repo_files not forwarding revision." + "reason": "Repo file listing/revision forwarding is unrelated to AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both hit apply_chat_template, but the inputs differ: tool-call assistant messages vs an empty list." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is stale auto_mappings references to removed configs." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Completely different code paths: pipeline top_k nesting vs Bart generate decoder_attention_mask initialization." + "reason": "Both touch config/model loading, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model_type error." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "CI/test instability in GraniteSpeech is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty input list." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are distinct bugs." + "reason": "Both are multimodal-related, but assistant masks in chat templates and Qwen2.5-VL video position IDs are different bugs." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Both are config-loading issues, but one drops fields with trust_remote_code and the other lacks model_type." + "reason": "Both involve cache internals, but one is missing cache in chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete fix path." + "reason": "XLNet CPU arange bug and Fuyu bare-except error swallowing are unrelated." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to embedding resize/post_init reinitialization." + "reason": "Import performance regression is not the same as unsafe sys.modules access." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Python 3.14 import failure is a different root cause from TensorFlow backend detection with tensorboard-only installs." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Import slowdowns are not the same bug as unsafe sys.modules access in modeling_utils." + "reason": "Broad dependency complaints, but one is missing TensorFlow in a torch install and the other is a generic dependency issue." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Different image processor bugs: label reduction vs Swin2SR over-padding." + "reason": "Different failures: a CI test regression versus a model-loading incompatibility." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and stale auto_mappings references are unrelated issues." + "reason": "Model loading of Phi-4-multimodal-instruct is unrelated to stale auto_mappings entries." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "XLNet CPU tensor allocation is unrelated to Fuyu's bare except swallowing interrupts." + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard are different environment problems." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Both mention cache/prefill, but one is missing cache initialization and the other is device-tensor seq_length arithmetic." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant mask generation." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "A GraniteSpeech CI test failure is not the same underlying issue as loading Phi-4 multimodal." + "reason": "One is lm_head weight tying in Mistral3ForConditionalGeneration; the other is a save_pretrained regression for Qwen3.5 checkpoints." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "One is a packaging/dependency omission, the other is an unspecified transformers dependency problem." + "reason": "Cache-path collisions for trust_remote_code are unrelated to a missing import-utils availability helper." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Config/model-type import failure is unrelated to VL image-placeholder handling in user text." + "reason": "Both concern model support, but one is config/model_type detection and the other is image-placeholder handling in VL models." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Trainer broadcast NoneType error and embedding reinitialization are different failures." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed config references in auto_mappings." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer BPE marker handling is a different bug from multimodal assistant mask generation." + "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are different model-specific bugs." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils availability helper." + "reason": "Both are import errors, but for different symbols and likely unrelated export issues." }, { "left": "issue:36246", - "right": "issue:41628", + "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different root causes." + "reason": "Importing Qwen2_5_VLImageProcessor and importing layer_type_validation are unrelated failures." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Weight tying in Mistral3 conditional generation is not the same as Qwen3.5 save_pretrained regression." + "reason": "Unrecognized model_type and PIL backend requiring torchvision are different issues." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Different missing imports in different modules; no shared code-path bug." + "reason": "Processor/tokenizer regression and t5gemma embedding-resize behavior are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline behavior is unrelated to a syntax error in a notebook." + }, + { + "left": "issue:44521", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText auto mappings." + "reason": "Not a distinct soft edge candidate pair in the provided list." } ] }, @@ -12519,7 +12466,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 41, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -12527,7 +12474,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:41950", "issue:42907", "issue:43295", "issue:43299", @@ -12554,15 +12500,16 @@ "issue:44792", "issue:44933", "issue:44987", - "issue:45042", "issue:45083", "issue:45216", "issue:45335", "issue:45375", + "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:46082", "issue:46121", "issue:46123", @@ -12578,251 +12525,244 @@ ], "soft_pairs": [ "issue:44295|issue:46506", - "issue:43295|issue:45335", - "issue:41950|issue:44016", - "issue:44496|issue:45042", "issue:45083|issue:46506", - "issue:46082|issue:46121", - "issue:43673|issue:46424", - "issue:43673|issue:44336", "issue:43976|issue:44987", - "issue:43526|issue:43901", "issue:43582|issue:46932", - "issue:43901|issue:44496", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:46082|issue:46121", "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43673|issue:44336", "issue:44016|issue:44220", "issue:43381|issue:45593", - "issue:42907|issue:43441", + "issue:44327|issue:46752", "issue:43650|issue:44220", + "issue:42907|issue:43441", "issue:44016|issue:44062", + "issue:44279|issue:46515", "issue:44792|issue:46424", - "issue:43976|issue:44279", "issue:43441|issue:45588", - "issue:44279|issue:46515", - "issue:43824|issue:44933", + "issue:43976|issue:44279", "issue:45335|issue:45584", + "issue:43824|issue:44933", "issue:43479|issue:45375", + "issue:43901|issue:44496", "issue:43299|issue:45216", "issue:43901|issue:47217", "issue:46614|issue:47085", - "issue:46123|issue:46369", - "issue:44327|issue:46752", - "issue:43295|issue:44779" + "issue:43295|issue:44779", + "issue:44279|issue:45405", + "issue:46123|issue:46369" ], - "prepared_review_unit_hash": "1e3fb717a50ab81fcfdac1c32ffd57060368da5cbdd818884fb0a21d3cabaf55", + "prepared_review_unit_hash": "81c7c1465e0ca390c405129dc2af6e0ccadf19a0c6ac399683765d809f36e309", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36833, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "soft_pair_count": 30, + "serialized_chars": 36597, + "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 noisy and heterogeneous: the issues span unrelated regressions in multimodal processing, tokenizers, configs, attention, caching, docs, and model loading. None of the soft edges look like true duplicates or the same fixable code-path bug.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items are mostly distinct bugs across different models and subsystems, and the soft links reflect broad textual similarity rather than shared root cause.", + "summary": "This cluster is heterogeneous: the issues span unrelated regressions in configs, tokenizers, caching, multimodal loading, docs, and pipelines. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated and do not form one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication purposes; every item is a separate concrete bug or regression, so picking one as representative would be misleading.", + "best_issue_reason": "No issue is a strong global representative because the cluster is too broad and the examples cover different subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Different problems: buffer/position_ids access error vs CPU/CUDA output mismatch in PPDocLayoutV3." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "One is a processor/tokenizer API regression; the other is resize_token_embeddings not updating decoder embeddings in t5gemma." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Unrelated bugs: video-classification processor lookup vs a notebook syntax error." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Different failures: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + "reason": "Different subsystems and symptoms: buffer access error vs CPU/CUDA result mismatch in a layout model." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Distinct code paths: qwen3_omni_moe feature-length helper behavior vs model CPU/CUDA numerical differences." + "reason": "Qwen3 Omni feature-length helper bug is unrelated to PPDocLayoutV3 CPU/CUDA discrepancies." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Separate config-validation bugs: LlamaConfig head_dim rejection vs rope-params JSON list type handling." + "reason": "Python-version support issue and a model-loading failure are not the same bug." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is cache length handling for quantized cache only." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized-embedder dtype casting are different code paths." }, { "left": "issue:43673", - "right": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Unrelated: missing GenerationMixin cache during chunked prefill vs ANSI codes emitted by loading_report." + "reason": "Both mention cache, but one is chunked prefill cache missing and the other is max_cache_length handling." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Different version-compatibility problems affecting different model-loading scenarios; not the same bug." + "reason": "Both touch multimodal config loading, but one is unrecognized model config and the other is unwrap text_config behavior." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs TextClassificationPipeline docs mentioning return_all_scores." + "reason": "Llama head_dim validation and rope-key list handling are unrelated configuration bugs." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Different issues: AppleSilicon TypeError in caching_allocator_warmup vs Gemma4 quantized embedders dtype casting." + "reason": "Same broad flex_attention area, but different failures: compiled flex_attention vs a version check for AuxRequest import." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Docs mismatch for text classification vs model loading failure for an unrecognized model." + "reason": "ImageProcessor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are torch-version related, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import." + "reason": "Cache-prefill failure and ANSI code generation in loading_report are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs _torch_extract_fbank_features() bug; no shared root cause." + "reason": "Notebook syntax error and feature-extraction TypeError are different artifacts and failure modes." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE missing auxiliary losses when denoising is off." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Different model-specific failures: saving dequantized Ministral/Devstral vs FlashAttention failure for Ministral-3." + "reason": "QA top-k crash and empty chat-template IndexError are different pipeline bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "ADD THE DATA is unrelated to audio feature extraction failure." + "reason": "No meaningful overlap; one is a vague request, the other is an audio feature extraction issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention failure are different code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Failed janus image-generation test vs cache max length behavior; different subsystems and symptoms." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same concrete bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Version/platform incompatibility claim vs generic dependency issue; not the same concrete bug." + "reason": "Janus image-generation test failure and cache length handling do not share a concrete code-path problem." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a model failure in Ministral-3 and the other is an AttributeError on s_aux=None in integrations/flash_attention.py." + "reason": "Both involve flash attention, but they fail in different models and on different conditions, so they are not the same bug." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Generic dependency issue vs incompatibility with torch 2.4.1; no shared code-path evidence." + "reason": "Python version support and package dependency problems are distinct issues." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Missing Qwen2_5_VL export vs nonexistent import from image_utils; different import paths and models." + "reason": "Token-embedding resize propagation and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer embedding resize bug vs Whisper generation failing after align_special_tokens." + "reason": "Two missing-import reports, but for different modules and unrelated symbols." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig default-init issue vs Qwen3_5MoeVisionConfig missing deepstack_visual_indexes / @strict dropping field." + "reason": "Both concern config handling, but they affect different model families and different mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch in a pipeline is unrelated to an unrecognized-model config loading error." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different regressions in Qwen3VL/Qwen3.5 save/load behavior; not the same underlying change." + "reason": "Same Qwen family, but one is model loading and the other is save_pretrained checkpoint regression; different paths." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Documentation mismatch vs VL placeholder-in-user-text failure; unrelated issues." + "reason": "Text-classification docs and VL placeholder handling are unrelated." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Wav2Vec2 phonemizer backend state bug vs fast tokenizer thread-safety regression." + "reason": "Stale phonemizer backend and tokenizer thread-safety regression are different components and failures." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "MaskGenerationPipeline partial-batch dropping bug vs memory overflow in sam3-litetext; different failure modes." + "reason": "Different tokenizer regressions affecting different model families and behaviors." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "QA decode_spans top_k bounds error vs empty-list apply_chat_template crash." + "reason": "Unrelated dependency complaints: generic transformers dependency issue vs unreleased MIN_PEFT_VERSION bump." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Processor/tokenizer regression for multimodal image handling vs Deepseek tokenizer output regression; different components." + "reason": "Partial-batch pipeline bug and model memory overflow are not the same underlying problem." } ] }, @@ -12838,7 +12778,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 42, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -12849,24 +12789,24 @@ "issue:39692", "issue:41950", "issue:42796", + "issue:42994", "issue:43299", + "issue:43317", "issue:43381", - "issue:43479", - "issue:43525", + "issue:43441", "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", + "issue:43873", "issue:43901", "issue:43931", "issue:43976", "issue:44016", "issue:44075", "issue:44242", - "issue:44279", "issue:44291", - "issue:44336", "issue:44351", "issue:44368", "issue:44462", @@ -12886,241 +12826,241 @@ "issue:45593", "issue:45812", "issue:45823", + "issue:45834", "issue:45907", "issue:46082", "issue:46209", "issue:46399", "issue:46512", - "issue:46851", "issue:47000", "issue:47145" ], "soft_pairs": [ - "issue:44279|issue:45405", "issue:39692|issue:43901", + "issue:41950|issue:45020", "issue:42796|issue:43650", "issue:43577|issue:45216", - "issue:44075|issue:44368", - "issue:41950|issue:45020", "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:44466|issue:45276", "issue:43976|issue:45405", - "issue:44351|issue:45278", + "issue:41950|issue:45823", "issue:43381|issue:47000", - "issue:44466|issue:45276", - "issue:43653|issue:45593", "issue:46082|issue:46399", "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:44462|issue:45081", "issue:46082|issue:46512", - "issue:41950|issue:45823", - "issue:43650|issue:46209", + "issue:44351|issue:45278", "issue:43644|issue:47145", - "issue:44462|issue:45081", - "issue:44242|issue:45200", - "issue:43931|issue:47145", + "issue:43650|issue:46209", "issue:43299|issue:43854", + "issue:44242|issue:45200", "issue:44016|issue:44291", - "issue:45588|issue:47000", + "issue:43931|issue:47145", "issue:44683|issue:45542", "issue:45081|issue:45907", - "issue:43479|issue:43525", - "issue:44336|issue:46851" + "issue:45588|issue:47000", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:43873|issue:47145" ], - "prepared_review_unit_hash": "6eedc49661ba00e6eccfd7821da2ec1a9e4fcfc064ab2bf99c9625e428d7a949", + "prepared_review_unit_hash": "0364a25776c81ba7ec19f055c85bd7b9f0ce4892eeb69b0f57d376e9e0d1f200", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36247, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like the same underlying bug/change; the set is a mix of unrelated model, tokenizer, config, docs, and runtime issues. I would keep them separate and, if one issue must anchor the cluster, use the Granite tokenizer regression report as the clearest standalone bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45812 is the strongest standalone report: it describes a specific, reproducible v4\u2192v5 regression with clear impact across all Granite models and a concrete tokenizer code path.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs across tokenizers, quantization/offloading, model loading, docs, and training utilities. None of the soft pairs look like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists here because the issues are about different code paths and different model families. If forced to pick a representative standalone report, issue 45812 is the clearest concrete regression, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue because it is precise, high-signal, and clearly scoped to one regression rather than a vague or broad compatibility complaint.", + "best_issue_reason": "Issue 45812 is the strongest standalone issue in the set: it describes a specific silent regression with clear symptoms and a model family target. It is not, however, a cluster anchor for the rest of these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "A broad dependency complaint is not the same bug as a specific unreleased PEFT version bump." + "reason": "Both are documentation-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline docs note; different subsystems and failures." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are docs-related, but they cover different pipelines and different errors." + "reason": "Video-classification processor lookup and remote_code breakage are unrelated bugs." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the vague data request." + "reason": "Tokenizer BPE-marker handling and an unrelated placeholder issue are not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different models, different failure modes, and different code paths." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different model-loading/save paths." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "An optimizer argument bug is unrelated to a Qwen3.5 config warning." + "reason": "Both involve tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "A specific pipeline processor lookup bug is not the same as a broad remote_code regression." + "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + "reason": "Tied-weight serialization by device and Gemma4 resize_token_embeddings behavior are separate model-architecture bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and PEFT release versioning are unrelated." + "reason": "Python version compatibility and a PEFT minimum-version bump are not the same issue." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the reports are not concrete duplicates." + "reason": "Both mention loading/auto device behavior, but one is a pipeline processor bug and the other is Gemma4 forward-device mismatch." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetr loss infeasibility." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime failures." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Serialization of tied weights is not the same as resize_token_embeddings not propagating to Gemma4 embeddings." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different code paths." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer special-token decoding and D-FINE auxiliary-loss behavior are different subsystems." + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained key regression are distinct model/version regressions." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "A LlamaConfig validation issue is unrelated to a Qwen3.5 kernel registration crash." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is save_pretrained key corruption." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim validation and stale config.dtype after from_config are different config bugs." + "reason": "Config head_dim validation and stale config.dtype after from_config are separate configuration issues." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Pipeline processor selection and Gemma4 PLE device placement are unrelated." + "reason": "A missing HybridCache import and broad import errors after upgrade are not the same concrete defect." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "A vague placeholder issue is not the same as FP8 inference failure on B200." + "reason": "Non-persistent buffer initialization junk and missing weight_scale application are different serialization/loading bugs." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are different corruption mechanisms." + "reason": "The placeholder issue and FP8 inference on B200 are clearly unrelated." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is different from a Mistral regex patch crash." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-specific issues." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load balancing loss and Gemma4 mm_token_type_ids defaults are different training-time bugs." + "reason": "Load-balancing loss gating and Gemma4 mm_token_type_ids defaults are unrelated model-training behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights argument regression are not duplicates." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "A Qwen3-VL shape mismatch is not the same as FP8 frozen checkpoint scaling corruption." + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale loading corruption are different failure modes." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "These are different model-loading failures for different models and likely different causes." + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation issues are unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Notebook syntax and init_empty_weights argument handling are unrelated." + "reason": "Tokenizer regex patching and list_repo_files revision forwarding affect different APIs." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux handling and RTDetr loss infeasibility are unrelated." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "A torch flex_attention failure and a TensorFlow backend packaging issue are not the same change." + "reason": "flash_attention.py s_aux handling and RTDetrLoss infeasibility are unrelated crashes." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "A tokenizer regex patch crash is unrelated to forwarding a revision argument in list_repo_files." + "reason": "Quantized model saving and dequantized model offload loading are different stages and code paths." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "ANSI code output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "General offloading-with-quantization complaints and FP8 frozen-checkpoint weight_scale omission are not the same concrete bug." } ] }, @@ -13136,7 +13076,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 43, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -13147,17 +13087,16 @@ "issue:33290", "issue:42175", "issue:42796", - "issue:42994", - "issue:43317", "issue:43441", + "issue:43479", "issue:43525", "issue:43575", "issue:43643", "issue:43673", "issue:43723", "issue:43761", + "issue:43784", "issue:43824", - "issue:43873", "issue:43881", "issue:43901", "issue:43976", @@ -13170,20 +13109,22 @@ "issue:44263", "issue:44336", "issue:44373", + "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", - "issue:44987", "issue:45103", + "issue:45325", + "issue:45362", "issue:45372", "issue:45397", "issue:45542", "issue:45600", "issue:45656", "issue:45712", + "issue:45800", "issue:45823", - "issue:45834", "issue:45859", "issue:46851", "issue:47000", @@ -13193,224 +13134,238 @@ "issue:47217" ], "soft_pairs": [ - "issue:42994|issue:43317", - "issue:44623|issue:44749", - "issue:43873|issue:47145", - "issue:33290|issue:45656", - "issue:43441|issue:45834", + "issue:44336|issue:46851", "issue:45103|issue:45372", - "issue:44246|issue:47217", - "issue:44261|issue:44263", + "issue:43479|issue:43525", "issue:45859|issue:46851", - "issue:44623|issue:45397", - "issue:42175|issue:43976", + "issue:33290|issue:45656", + "issue:44246|issue:47217", "issue:44671|issue:44779", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:45542|issue:45800", "issue:43525|issue:43881", + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43784|issue:45542", "issue:43901|issue:44246", + "issue:43525|issue:43643", "issue:45600|issue:45712", - "issue:43673|issue:43761", - "issue:44186|issue:47000", - "issue:47176|issue:47177", "issue:44188|issue:44336", "issue:43575|issue:47145", - "issue:44016|issue:45823", - "issue:43525|issue:43643", - "issue:44336|issue:44373", - "issue:44987|issue:45542", - "issue:43723|issue:44162", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:44589|issue:45362", "issue:43824|issue:43976", - "issue:42796|issue:43441" + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:44336|issue:44373" ], - "prepared_review_unit_hash": "9fc444993a32e31b8e1bf7980838e4c680e417458e0539a920d54e5acc6484f9", + "prepared_review_unit_hash": "e2a9250852b475557da98fba1fe71905e40264a8d73338112a2eb39ad6b3e36d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34949, - "estimated_input_tokens": 8738, - "estimated_eval_tokens": 17732 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated, model-specific or subsystem-specific bugs rather than duplicates. The proposed soft edges mostly share a broad theme (quantization/offload, deepspeed, same model family, or v5 regressions) but not the same concrete failure path.", + "summary": "This cluster is a loose grab bag of mostly unrelated issues; the soft-similarity links do not clear the duplicate threshold, so all candidate edges are rejected.", "confidence": 0.92, - "canonical_issue_reason": "Issue 43873 is the broadest and most central item among the set, with strong activity and external references, but the overall cluster is too mixed for a true single canonical bug.", + "canonical_issue_reason": "No strong cluster-wide canonical duplicate target exists: the items span unrelated regressions, model-specific bugs, packaging issues, and security reports, so collapsing them to one issue would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best anchor if one must pick a representative issue: it is broad, active, and widely referenced. Even so, it only covers one narrow theme within an otherwise unrelated set.", + "best_issue_reason": "issue:46851 is the most concrete representative bug report in the set: it has a specific failure mode, a clear affected code path (`position_ids` with variable-length inputs), and substantial user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading a dequantized model with gpu/cpu offload; different code paths and failures." + "reason": "Both mention output/behavior problems, but one is ANSI logging noise and the other is a Qwen3.5 position_ids bug; different code paths and root causes." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Processor save file handling and a training/performance slowdown after upgrade are unrelated bugs." + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failures are unrelated; no shared bug mechanism." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-init bugs, but they affect different model configs and different missing/default fields." + }, + { + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Shared offloading/quantization theme, but 43873 is a general load/offload problem while 47145 is a specific FP8 frozen-checkpoint weight_scale omission; not the same defect." + "reason": "One is CPU-offload incompatibility in rotary embeddings; the other is variable-length position_ids handling. Different failures." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; different symptoms and likely different causes." + "reason": "Both involve DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer-step are not the same concrete bug." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Different model families and failures: FlashAttention regression for Ministral-3 versus OCR index error in Kosmos2.5." + "reason": "Import slowness and VL image-placeholder failures are unrelated issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Auto-docstring annotation handling and a missing mistral_common import for Gemma 4 processor loading are unrelated issues." + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are separate model/tokenizer bugs." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Import latency for transformers and VL image-placeholder handling are unrelated." + "reason": "Processor save_pretrained missing files and training slowdown after upgrade are different problems." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Different model internals: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split return values." + "reason": "Missing TensorFlow backend packaging and Python-version incompatibility are distinct environment/setup issues." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is variable-length position_ids behavior; not the same bug." + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Processor file persistence and Gemma-4 zero3 from_pretrained loading are separate failures." + "reason": "One is a missing rms_norm_eps precision issue; the other is a torch.split return-value issue in a different component." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "One is a packaging/backend dependency issue, the other is a Python-version compatibility regression." + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible-cost-matrix errors are different failures in different subsystems." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Both are v5 model regressions, but they affect different models and different tokenizer/MLM behavior; too broad to treat as the same bug." + "reason": "Backend installation confusion and torch/transformers incompatibility are not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a generic glm-4v-9b loading failure are not the same underlying problem." + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure do not share a concrete code-path." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Documentation mismatch and intermittent import slowness are unrelated." + "reason": "Processor save_pretrained file omission and gemma-4 zero3 from_pretrained failure are separate issues." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both touch repo-maintenance surfaces, but one is stale auto-mappings config references and the other is leftover dummy classes; different files and issues." + "reason": "GenerationMixin cache regression and CLIPVisionModel hidden_states regression are different model/runtime paths." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Chunked-prefill GenerationMixin cache regression and CLIPVisionModel hidden_states regression are separate model/path failures." + "reason": "sentence-transformers import NameError and undefined tf backend error are unrelated import/package problems." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Docs mismatch for return_all_scores and intermittent slow import are unrelated." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both are security issues, but one is a shell-operator allowlist bypass and the other is tar/zip-slip file write; different vulnerabilities." + "reason": "Missing pad_token_id on one config and missing fields from trust_remote_code AutoConfig are different config-loading bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings stale references and leftover dummy classes are both repo hygiene issues, but not the same bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and ANSI-code leakage in loading_report are unrelated." + "reason": "torch.compile attention branching and ANSI-code emission are unrelated." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Qwen2.5/Qwen3.5 loading OOM under tensor parallelism is unrelated to FP8 compressed-tensors frozen-checkpoint scaling corruption." + "reason": "TP OOM on Qwen2-57B load and FP8 weight_scale not applied are different memory/loading problems." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure on Ministral-3 are separate model-specific regressions." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Missing config attribute in one model and missing fields from trust_remote_code AutoConfig in another are not the same bug." + "reason": "Both involve position_ids in Qwen-family models, but one is still-image temporal scaling and the other is variable-length input handling; too different to merge." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ANSI color leakage and wrong position_ids docstring are unrelated." + "reason": "Missing storage object for Float8 and Qwen3.5 chat crash are unrelated runtime failures." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Model loading failure and missing TensorFlow backend dependency are different issues." + "reason": "Missing export for a Qwen2.5-VL class and Python 3.9/3.10 compatibility are different release issues." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are not the same concrete failure." + "reason": "Shell-operator allowlist bypass and tar/zip-slip file-write RCE are both security issues, but they exploit different surfaces and are not the same vulnerability." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Qwen2.5-VL import failure and Python version incompatibility are unrelated." + "reason": "AutoTokenizer loading regression and ESM2 breakage are separate model loading failures." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different code paths and bugs." + "reason": "Terminal ANSI rendering and a wrong docstring for position_ids are unrelated." } ] }, @@ -13426,7 +13381,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 44, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -13434,15 +13389,16 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:41628", "issue:42491", + "issue:42617", "issue:42886", + "issue:43257", "issue:43299", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43784", + "issue:43901", "issue:43976", "issue:44242", "issue:44246", @@ -13451,18 +13407,17 @@ "issue:44336", "issue:44485", "issue:44496", - "issue:44589", + "issue:44561", "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", + "issue:45137", "issue:45292", - "issue:45325", "issue:45362", "issue:45397", - "issue:45542", "issue:45561", "issue:45563", "issue:45588", @@ -13483,238 +13438,257 @@ "issue:47217" ], "soft_pairs": [ - "issue:44589|issue:45362", - "issue:45325|issue:46851", "issue:44246|issue:44496", - "issue:44297|issue:45397", - "issue:44871|issue:47145", "issue:46291|issue:46399", + "issue:44871|issue:47145", "issue:45083|issue:46851", - "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:42617|issue:43976", "issue:46655|issue:46726", - "issue:41628|issue:43976", - "issue:45003|issue:47217", "issue:46399|issue:46851", - "issue:43526|issue:45003", + "issue:45003|issue:47217", + "issue:42491|issue:43299", "issue:45072|issue:46829", "issue:43540|issue:46752", + "issue:43526|issue:45003", "issue:45103|issue:46399", - "issue:44295|issue:45397", - "issue:44246|issue:44871", - "issue:45561|issue:45563", "issue:43531|issue:45362", - "issue:44336|issue:44485", - "issue:45588|issue:46851", - "issue:42491|issue:43299", + "issue:45561|issue:45563", "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:44246|issue:44871", "issue:45003|issue:46821", - "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44336|issue:44485", "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:44561|issue:46399", "issue:42886|issue:46132", - "issue:44779|issue:45292" + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:43257|issue:45137" ], - "prepared_review_unit_hash": "8692330e5f295b95d8d5b70e691f7d75fea1fc68182b3e85bb9319045750e56b", + "prepared_review_unit_hash": "fd09110144859f46170b2d823db06fd1e14340b8ec483477c72efc9b92e70f68", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35857, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 30, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly about Transformers regressions, but the soft-edge pairs mostly point to different code paths, model families, or failure modes rather than true duplicates. I would not merge any of the suggested pairs.", - "confidence": 0.19, - "canonical_issue_reason": "issue:46399 is the most concrete, well-scoped bug report here: a specific Qwen3.5 crash with use_kernels and a clear failure point (apply_rotary_pos_emb registration).", + "summary": "This cluster is mostly heterogeneous: several issues are loosely Qwen3/MoE or loading-related, but the soft pairs point to different bugs, models, and code paths rather than true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43257 is the closest representative of the strongest recurring theme in the set (Qwen3-MoE loading/regression behavior), but the cluster is too mixed for a clean duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46399 is the strongest representative issue for triage because it is actionable, specific, and has a clear runtime failure path.", + "best_issue_reason": "43257 is the best available anchor because it is a concrete Qwen3-MoE loading bug and is more representative than the unrelated tokenizer/docs/vision/perf issues around it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Different failures: a Float8 storage import/type error vs a Qwen3.5 chat crash. No shared underlying bug." - }, - { - "left": "issue:45325", - "right": "issue:46851", - "accept": false, - "reason": "Both involve position_ids, but one is a Qwen2.5-VL RoPE scaling bug and the other is a Qwen3.5 variable-length input issue. Different models and paths." - }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness is not the same as an unrecognized model/config error. Different symptoms and root causes." + "reason": "Import latency and unrecognized-model config failure are unrelated bugs." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to Gemma-4 zero3 from_pretrained behavior." + "reason": "Both mention kernels, but one is an import-time dependency/version issue and the other is a Qwen3.5 registration failure." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "EOS token config inconsistency is unrelated to FP8 compressed-tensors loading without weight_scale." + "reason": "Gemma eos_token config mismatch is unrelated to FP8 weight_scale loading corruption." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Both mention kernels, but one is a pipelines import dependency/version issue and the other is a Qwen3.5 registration crash. Different concrete bugs." + "reason": "Different Qwen3-family bugs: feature-length helper logic vs variable-length position_ids handling." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Both touch Qwen models and positions, but one is a helper length-calculation bug in qwen3_omni_moe; the other is a chat/position_ids failure in Qwen3.5." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorFlow backend detection issue. Different code paths." + "reason": "Running 3d_parallel.py and Python version incompatibility are different failure modes." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor/backend-missing image processor errors." + "reason": "Video padding computation and missing vision-backend errors are distinct processor issues." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Missing AutoImageProcessor import and Python version compatibility are unrelated bugs." + "reason": "Qwen3.5 kernel registration bug and variable-length position_ids bug are different code paths." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL models failing on image placeholders in user text." - }, - { - "left": "issue:46399", - "right": "issue:46851", - "accept": false, - "reason": "Different failures: one is a use_kernels registration crash, the other is variable-length position_ids handling. Not the same bug." + "reason": "Unsafe sys.modules access is unrelated to image-placeholder parsing in VL models." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." + "reason": "Both are Qwen3-MoE-related, but one is a LoRA hf4.x\u2192hf5.x incompatibility and the other is a Qwen3VL-MoE loading regression." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "These are distinct issues in different model heads and execution paths: dtype mismatch under torch.compile vs hidden_states/output formatting." + "reason": "Bfloat16 dtype mismatch and wrong hidden_states output contents are unrelated bugs." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are unrelated." + "reason": "Video-input ValueError and empty-list chat-template IndexError are not the same bug." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration failures." + "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Reading position_ids after buffer registration is a different bug from Gemma-4 zero3 from_pretrained issues." + "reason": "auto_docstring annotation handling is unrelated to Qwen3.5 kernel registration." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Import performance and EOS token configuration mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale num_return_sequences warning are completely different test/runtime issues." + "reason": "A pytest-xdist capture-file race is unrelated to a stale generate() warning." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes do not look like the same underlying defect." + "reason": "Stale phonemizer backend state and from_pretrained-in-classes behavior are different problems." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "Flash-attention s_aux=None crash is unrelated to variable-length position_ids handling." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Flash-attention s_aux=None crash and variable-length position_ids handling are different failures." + "reason": "Import slowdown and eos_token_id configuration mismatch are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading in 5.0.0.dev0. Not clearly the same bug." + "reason": "sys.modules access and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "A stale phonemizer language backend bug is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "position_ids buffer access and gemma-4 ZeRO3 loading failure do not describe the same bug." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated." + "reason": "torch.compile+SDPA failure and CPU/CUDA output divergence are different bugs." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Loss-term gating bugs in different models are not the same code path or change." + "reason": "Both concern losses, but they affect different models and conditions and are not the same code-path bug." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA result divergence." + "reason": "Removal of is_torch_fx_available in trust_remote_code models is unrelated to Qwen3.5 kernel registration." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are distinct issues." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness and resize_token_embeddings propagation are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed is not the same issue as the ZeRO3 deque IndexError." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test worker file-race and stale warning behavior are different problems." + }, + { + "left": "issue:46614", + "right": "issue:46655", + "accept": false, + "reason": "Phonemizer state leakage and video padding calculation are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems and symptoms." + "reason": "Tokenizer output corruption and output_embeddings resize propagation are different issues." } ] }, @@ -13730,7 +13704,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 45, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -13743,14 +13717,14 @@ "issue:36246", "issue:41950", "issue:42757", - "issue:43257", "issue:43295", + "issue:43352", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", - "issue:43901", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44220", "issue:44242", @@ -13764,254 +13738,243 @@ "issue:44857", "issue:44877", "issue:44987", + "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45250", "issue:45292", "issue:45335", "issue:45375", "issue:45459", "issue:45561", "issue:45600", + "issue:45701", "issue:45759", - "issue:45859", + "issue:46170", "issue:46369", - "issue:46399", "issue:46506", "issue:46655", "issue:46726", "issue:46752", "issue:46894", "issue:46897", - "issue:47000", "issue:47217" ], "soft_pairs": [ - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43901|issue:45003", - "issue:46726|issue:47217", - "issue:43540|issue:46655", - "issue:43257|issue:45137", "issue:41950|issue:44220", + "issue:46726|issue:47217", "issue:45375|issue:45759", - "issue:44451|issue:46752", "issue:44479|issue:46655", - "issue:44295|issue:44749", - "issue:45292|issue:47000", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:36246|issue:43596", + "issue:44451|issue:46752", + "issue:45292|issue:45701", "issue:43295|issue:45292", - "issue:45859|issue:46399", - "issue:45137|issue:45600", "issue:44162|issue:45200", - "issue:36246|issue:43596", - "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43352|issue:45250", + "issue:44295|issue:44749", "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:45003|issue:45561", "issue:43475|issue:46369", - "issue:44038|issue:46506", - "issue:44623|issue:46726", - "issue:43526|issue:46897", "issue:44877|issue:45375", - "issue:44242|issue:44857", + "issue:43526|issue:46897", "issue:44987|issue:45459", + "issue:44995|issue:45200", + "issue:44242|issue:44857", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44623|issue:46726", "issue:29870|issue:30333", "issue:43526|issue:46894" ], - "prepared_review_unit_hash": "8853dc8692f6285ed27aaf4e8f71592b2e82773ab578414699fa9c1fd2080b78", + "prepared_review_unit_hash": "37e14e477a775285b0e73762708f64613dd30435dac792e2098db5af4ddff3c3", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35587, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft pairs only show superficial similarity (same subsystem, same model family, or same error class) and none look like the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the strongest representative issue here: it describes a clear, user-facing regression, names multiple affected models, and frames the failure around a specific release, making it a good anchor for the small subset of video/VL-related reports.", + "summary": "This cluster is highly heterogeneous: the paired items look like unrelated bugs across different models, processors, configs, and runtime paths, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and failure modes, so there is no single underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue because it is specific, reproducible in scope, and broad enough to be useful for triage among the similarly themed multimodal/video reports.", + "best_issue_reason": "No single issue is globally best; the cluster does not converge on one defect or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules; the evidence points to separate packaging/version problems rather than one shared bug." - }, - { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Different missing names from different parts of the library; same error class, but not the same underlying defect." + "reason": "Video-classification image-processor lookup and audio fbank extraction are different code paths and different bugs." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "One is a docs/behavior mismatch and the other is an internal sys.modules access bug; unrelated fixes." + "reason": "Missing-vision-backend processor detection is not the same as failing on an image placeholder inside user text." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Both involve processor/model input handling, but one is about missing vision backend detection and the other about image placeholders in user text; different code paths." + "reason": "One is a missing config field in Qwen3_5MoeVisionConfig; the other is from_config not unwrapping text_config for composite multimodal models." }, { - "left": "issue:43540", + "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing failures, but they affect different models and describe different failure modes (Qwen3OmniMoe value error vs SmolVLM padding bug)." + "reason": "A broad video-input regression across several models is not the same concrete bug as SmolVLM's padding calculation error." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both mention DeepSpeed/accelerate, but the concrete failures are distinct: MOE weight conversion versus ZeRO3 deque/index errors." + "reason": "These are unrelated import failures for different missing symbols from different packages." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "These touch different pipelines and different bugs; no clear shared underlying change." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Both are Qwen 3.5 multimodal config issues, but one is a missing config field and the other is wrong unwrapping in from_config; related area, not the same bug." + "reason": "An import error is unrelated to a DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Completely different failures: model loading for one repo versus empty-list chat templating for the other." - }, - { - "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Same broad video-input area, but different model families and different root causes; too far apart to merge." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "A buffer-access error and a performance regression are not the same bug." + "reason": "Loading a model checkpoint and apply_chat_template on an empty list are different failures." }, { "left": "issue:45292", - "right": "issue:47000", + "right": "issue:45701", "accept": false, - "reason": "One is about embedding resize propagation; the other is a loss assignment infeasibility error. No shared code-path." + "reason": "resize_token_embeddings behavior and tokenization changes are distinct issues." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Both involve model/processor API behavior, but they are distinct regressions with different symptoms and fixes." + "reason": "Processor/tokenizer regression is unrelated to output embeddings not resizing correctly." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Same model family, but one is CPU offload compatibility and the other is kernel registration/decorator handling; not the same bug." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are separate model-specific bugs." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 runtime failure versus auto_mappings CI breakage are unrelated." + "reason": "DeepSpeed deque exhaustion and stale auto_mappings references are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Different models and different problems: ESM2 breakage versus Gemma 4 token-type defaults." + "reason": "A model not supporting Flash Attention 2.0 yet is not the same as a general Flash Attention issue." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Both are runtime errors during model loading/init, but they involve different models and distinct failure mechanisms." + "reason": "Position_ids buffer access and a training slowdown regression are different problems." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "A library internals bug versus a testing-utils race condition; different subsystems and fixes." + "reason": "Both involve embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings propagation are separate issues." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Both are SAM-related, but one is a missing attribute in video encoder output and the other is a memory overflow in a different model variant." + "reason": "Unsafe sys.modules access and pytest-xdist file races are different concurrency/runtime issues." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Different model families and different problems; only weak thematic similarity." + "reason": "SAM 3 Video missing attribute and Sam3LiteText memory overflow are distinct model bugs." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Saving processor files and reporting unrecognized image processors are separate concerns." + "reason": "Strict config rejection for granite_speech is not the same as a missing deepstack_visual_indexes field." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Different tasks and model classes: label reduction in Beit versus training-loss double-shift in Florence2." + "reason": "Model loading failure and protobuf-related tokenizer error masking do not describe the same defect." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both mention strict config handling, but the affected configs and failure modes are different." + "reason": "Stale indexer cache on second forward pass is unrelated to mm_token_type_ids defaults." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss gating and AMP/CUDA loss crashes are not the same underlying problem." + "reason": "Missing load-balancing loss and float16 AMP crash are different code paths with different symptoms." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "A model-loading regression and a protobuf-related tokenizer error are unrelated." + "reason": "A Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are not the same underlying issue." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "UnboundLocalError during generation and MLflow job-reporting behavior are separate bugs." + "reason": "A video-input regression is unrelated to a Windows/ROCm torch.distributed import dependency problem." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "The titles both mention label/loss bugs, but the model, training path, and failure are different." + "reason": "Missing processor save files and unrecognized image processor backend are separate processor issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A BART generate() UnboundLocalError and MLflow reporting after training failure are unrelated." } ] }, @@ -14027,7 +13990,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 46, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -14038,7 +14001,6 @@ "issue:42199", "issue:42886", "issue:43065", - "issue:43352", "issue:43408", "issue:43475", "issue:43540", @@ -14046,23 +14008,20 @@ "issue:43723", "issue:43906", "issue:43931", - "issue:44060", - "issue:44077", + "issue:43994", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", - "issue:44479", "issue:44483", "issue:44623", "issue:44749", "issue:44877", "issue:44977", "issue:44995", - "issue:45200", + "issue:45103", "issue:45229", - "issue:45250", "issue:45397", "issue:45412", "issue:45563", @@ -14079,237 +14038,234 @@ "issue:46421", "issue:46431", "issue:46710", + "issue:46726", + "issue:46752", "issue:46832", "issue:46851", + "issue:46858", + "issue:47020", "issue:47068", "issue:47145" ], "soft_pairs": [ - "issue:43352|issue:45250", - "issue:44479|issue:46170", - "issue:45397|issue:45656", - "issue:44060|issue:44077", - "issue:42199|issue:46851", - "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44877|issue:46170", "issue:44368|issue:44977", + "issue:43653|issue:44162", "issue:43475|issue:43540", - "issue:44877|issue:46170", + "issue:42199|issue:46851", + "issue:45685|issue:46431", + "issue:45397|issue:45656", + "issue:42886|issue:45229", "issue:45412|issue:46123", + "issue:46170|issue:46832", "issue:43723|issue:46710", - "issue:42886|issue:45229", "issue:43065|issue:43408", - "issue:46170|issue:46832", "issue:43931|issue:44368", "issue:44188|issue:46202", - "issue:44995|issue:45200", - "issue:46132|issue:47145", + "issue:43906|issue:46202", "issue:44368|issue:45563", + "issue:45987|issue:46082", + "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:45103|issue:46858", "issue:44361|issue:44749", - "issue:45685|issue:46431", + "issue:46752|issue:47020", + "issue:43994|issue:46726", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "63b48a1e401b2994cce5123bb147620427a980efe2d080716a075ff66011a2ef", + "prepared_review_unit_hash": "fd9474103391fbdd9134df8124d81f32fd7be927422a44b161dcd5357f857e11", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36142, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "soft_pair_count": 27, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated tokenizer, vision, model-loading, deepspeed, cache, and attention bugs across many model families. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical duplicate exists here; the items are too heterogeneous to collapse onto one issue.", + "summary": "No true duplicates here: the soft-linked pairs span different bugs across tokenizers, config/loading, multimodal models, cache/compile behavior, and training/runtime edge cases.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft-linked items point to distinct code paths rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the broadest representative report in the set (a regression spanning multiple Qwen video variants), but it still does not meaningfully cover the rest of the cluster.", + "best_issue_reason": "issue:43723 is the broadest upstream tokenizer-loading regression in the set, so it is the closest thing to a representative issue, though it still doesn't subsume the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Different problems: Nemotron Flash Attention 2 support vs a generic Flash Attention 2.0 topic." + "reason": "Stale indexer cache crash vs flash-attention s_aux=None crash; different components and failure modes." }, { - "left": "issue:44479", + "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Unrelated: Qwen video-input regression vs Windows/ROCm import errors from a torch.distributed dependency." + "reason": "Strict config loading for granite_speech is unrelated to Windows/ROCm torch.distributed import errors." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Different code paths: Gemma-4 ZeRO-3 loading vs deepspeed optimizer stepping twice." + "reason": "A warning about tie_word_embeddings is not the same bug as flash-attention generation failure." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both are Qwen/architecture-related, but one is tied-weights warning behavior and the other is a patchtsmixer post_init policy issue." + "reason": "BigBirdTokenizer special-token registration and ESM2 behavior are separate tokenizer/model issues." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "DET R cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug." + "reason": "Missing fpn_position_embeddings in SAM 3 video is unrelated to Qwen3OmniMoe video input validation." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer special-token decode bug vs an ESM2 model breakage; not the same underlying defect." + "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids are different model-specific bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Same model family, but one is a warning about tied embeddings and the other is a flash-attention generation failure." + "reason": "MPS histogram error in moe code is unrelated to missing chat template support in apply_chat_template." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different models and failures: SAM 3 video missing attribute vs Qwen3OmniMoe video-processing ValueError." + "reason": "Gemma-4 zero3 from_pretrained and deepspeed double optimizer step are different training/loading problems." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm torch.distributed import failure." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are not the same underlying defect." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak vs MaskGenerationPipeline dropping final partial-batch results." + "reason": "RT-DETR memory not released on deletion is unrelated to MaskGenerationPipeline batch-finalization dropping results." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Tokenizer loading bug in v5 vs model accuracy regression after an upgrade; different failure modes." + "reason": "Windows ROCm import/type errors do not match RTDetrModel forward shape/feature-level errors." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "Tokenizer loading in v5 and DeepSeek-R1 accuracy regression are different problem classes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 pixel-decoder implementation detail vs a model-type mismatch warning during instantiation." - }, - { - "left": "issue:46170", - "right": "issue:46832", - "accept": false, - "reason": "Windows/ROCm import issue vs RTDetrModel forward shape/type mismatch; not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to sam3_video vs sam3_tracker config mismatch." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warning are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip token handling; unrelated." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "GlmMoeDsa stale cache crash vs Gemma 4 mm_token_type_ids defaulting; different subsystems." + "reason": "Isolated reproduction of another bug and Gemma pipeline roundtrip failure are not the same issue." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "AttentionInterface.register behavior change vs FP8 compressed-tensors missing weight_scale on load." + "reason": "A config warning and a stale paged-generate warning are different behaviors in different code paths." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both are warnings, but one is tied embeddings and the other is stale num_return_sequences handling in paged generate." + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "API request validation issue vs Gemma pipeline roundtrip failure; not the same underlying bug." + "reason": "AttentionInterface.register behavior change is not the same as missing weight_scale on compressed-tensors load." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not evidence of the same bug as a Gemma pipeline roundtrip failure." + "reason": "/v1/chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated API bugs." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different performance/compilation issues: attention kernel branching vs cache lazy initialization recompilation." + "reason": "Attention-kernel branching divergence and cache lazy-init recompilation are separate compile/perf issues." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs host synchronization in deepspeed_sp_compute_loss; unrelated." + "reason": "D-FINE aux-loss behavior and deepspeed host synchronization are different training/runtime issues." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; different code paths." + "reason": "auto_docstring annotation crash is unrelated to static-cache device tensor slice arithmetic." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; not the same defect." + "reason": "MLukeTokenizer AttributeError and Chinese-language performance regression are not the same bug." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks vs a transformers upgrade performance regression; unrelated." + "reason": "Empty-list apply_chat_template crash and XLMRobertaTokenizer vocab type mismatch are different tokenizer edge cases." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "MPS histogram/int limitation in MOE vs missing chat template in processor.save/load; different problems." + "reason": "SigLIP2 nonsensical outputs and missing vision-backend processor errors are distinct model/availability issues." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are related at most by broad serialization, not the same defect." } ] }, @@ -14325,7 +14281,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 47, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -14347,7 +14303,9 @@ "issue:43646", "issue:43673", "issue:43701", - "issue:43994", + "issue:43723", + "issue:43784", + "issue:43873", "issue:44038", "issue:44162", "issue:44188", @@ -14357,8 +14315,8 @@ "issue:44869", "issue:44871", "issue:44933", + "issue:44945", "issue:44964", - "issue:45103", "issue:45137", "issue:45230", "issue:45310", @@ -14370,243 +14328,242 @@ "issue:45656", "issue:46123", "issue:46132", + "issue:46326", + "issue:46399", "issue:46463", "issue:46726", - "issue:46752", "issue:46821", "issue:46851", - "issue:46858", "issue:46877", "issue:47000", - "issue:47020", "issue:47217" ], "soft_pairs": [ - "issue:45103|issue:46858", "issue:43701|issue:44749", "issue:43065|issue:46123", "issue:44749|issue:45656", - "issue:43994|issue:46726", - "issue:44623|issue:45656", "issue:43646|issue:44162", + "issue:42994|issue:43482", "issue:44964|issue:45137", - "issue:44871|issue:46132", - "issue:45375|issue:45478", - "issue:43475|issue:46821", - "issue:46752|issue:47020", "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44623|issue:45656", + "issue:43784|issue:46399", + "issue:44871|issue:46132", "issue:44373|issue:46851", - "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:46463|issue:46877", "issue:45561|issue:47217", - "issue:42994|issue:43482", + "issue:28282|issue:30990", "issue:44188|issue:46851", - "issue:45310|issue:45375", - "issue:44038|issue:44623", + "issue:45375|issue:45478", "issue:43232|issue:43673", - "issue:28282|issue:30990", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44869|issue:45356", "issue:42994|issue:43525", - "issue:39692|issue:46726", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44038|issue:44623", "issue:41628|issue:44933", - "issue:46877|issue:47000", - "issue:46463|issue:46877", - "issue:44869|issue:45356" + "issue:43873|issue:44945" ], - "prepared_review_unit_hash": "bba1ff4148ecbb805d7de6b471eb762c5217c05fb55ec7e8ee64dd61911071e7", + "prepared_review_unit_hash": "1d070d6e1135983c0f50b3094dc063240fe73521d87cc3eb208a4622665afa32", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35255, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "serialized_chars": 35670, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-specific regressions, docs/import issues, generation bugs, and test/infrastructure problems. None of the soft pairs look like true duplicates or the same concrete fix path, so I would reject all soft edges.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43646 is the broadest and most central item in the set: a transformer v5.0 custom model initialization regression. The other issues are narrower model/config/runtime failures or unrelated tooling/docs bugs, so this is the best representative issue despite the cluster being mixed.", + "summary": "These issues mostly cluster around Transformers v5 regressions and model-specific loading/runtime failures, but the soft pairs are generally only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest and most central problem statement in the set: a general Transformers 5.0.0 breakage affecting custom model initialization, which best matches the cluster\u2019s overall v5-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest global representative because it captures a high-level v5 regression affecting model initialization, while the rest are mostly specific downstream manifestations or separate bugs.", + "best_issue_reason": "issue:43646 is the best global representative because it describes a broad framework-level regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Auto-docstring annotation handling and cache seq-length arithmetic are unrelated code paths and symptoms." - }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch during resume and tokenizer/filtering slowdown are different problems." + "reason": "Checkpoint key mismatch vs a data processing slowdown after upgrade; unrelated failure modes." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping a final partial batch." + "reason": "SAM3 pixel decoder dummy Conv2d is unrelated to mask generation partial-batch dropping." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data processing slowdown and DeepSpeed optimizer double-step are separate runtime behaviors." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "Wrong SigLIP2 outputs and AutoProcessor backend-missing error are different vision-model issues." + "reason": "Performance regression in filtering vs DeepSpeed double optimizer step; different code paths." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Processor save_pretrained file handling has no overlap with optimizer stepping twice under deepspeed." + "reason": "Both are v5 breakages, but one is generic custom-model init and the other is an ESM2-specific break; not the same bug." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and ESM2 breakage are different model-specific failures." + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different mechanisms." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." + "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are different configuration/runtime issues." + "reason": "Missing SAM3 vision output field vs AutoConfig trust_remote_code field loss; different object types and code paths." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Missing deepstack_visual_indexes in a config is not the same bug as the Qwen3.5 Moe from_pretrained error." + "reason": "SAM3 vision encoder missing attribute and TimesFM window_size AttributeError are unrelated model bugs." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "SAM 3 Video missing fpn_position_embeddings and TimesFM window_size AttributeError are unrelated model bugs." + "reason": "Processor save_pretrained missing files is unrelated to optimizer step being called twice." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Empty chat template list IndexError and Unigram receiving a dict are different failure modes in different APIs." + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration error." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "SAM 3 Video attribute loss and AutoConfig trust_remote_code field dropping are not the same underlying bug." + "reason": "Gemma eos_token_id mismatch vs AttentionInterface behavior change; different subsystems." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring mismatch for position_ids is unrelated to a real variable-length input bug in Qwen3.5." + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime positional-input bug." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation errors are not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure are not the same issue." + "reason": "T5 decoder input validation messaging and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist captured_info.txt races and VL image placeholder handling are unrelated." + "reason": "pytest-xdist file race is unrelated to VL image placeholder handling." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure with v5 are different code paths." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different startup failures." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention kernel divergence under torch.compile and Qwen3.5 variable-length position_ids are separate bugs." + "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "The Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes field are distinct config/model issues." + "reason": "Missing config field and a generic Qwen3.5 Moe from_pretrained error are too broad to treat as the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are unrelated subsystems." + "reason": "Generation kwargs update after sync_gpus is different from missing cache during chunked_prefill." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing generation cache during chunked_prefill are different generation regressions." + "reason": "Tokenizer load failure in v5 is not the same as continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics vs RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "PyTorch missing import error and Sentence Transformers hanging on load are not the same failure." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are both tokenizer-related but not the same concrete bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated bugs." + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "SigLIP2 documentation example errors and missing-vision-backend AutoProcessor messaging are different issues." + "reason": "Generic Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes field may be related in family, but the symptoms/code paths are not clearly the same bug." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Top-level AutoImageProcessor import failure and image_utils export/import mismatch are similar in theme but not clearly the same bug." + "reason": "Placeholder bug report is too generic and unrelated to gemma-4 zero3 loading." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Qwen3-VL-Moe/v5 issue is unrelated to processor.save_pretrained missing files." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "T5 decoder input validation messaging and auto_docstring import-time diagnostics are different subsystems." + "reason": "Both are import errors, but they concern different missing symbols/modules and lack evidence of a shared root cause." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are unrelated tokenizer/decoder bugs." + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are distinct problems." } ] }, @@ -14622,7 +14579,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 48, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -14631,7 +14588,9 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:30333", + "issue:30990", "issue:33290", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -14641,11 +14600,10 @@ "issue:42898", "issue:42994", "issue:43232", + "issue:43278", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", - "issue:43873", "issue:43976", "issue:44038", "issue:44222", @@ -14655,6 +14613,7 @@ "issue:44661", "issue:44743", "issue:44792", + "issue:44843", "issue:44857", "issue:44933", "issue:44945", @@ -14670,253 +14629,252 @@ "issue:45712", "issue:45753", "issue:46202", - "issue:46326", - "issue:46399", "issue:46701", "issue:46877", - "issue:47000", "issue:47059", - "issue:47068" + "issue:47068", + "issue:47085" ], "soft_pairs": [ - "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:44222|issue:45310", - "issue:44857|issue:46877", "issue:44661|issue:47059", "issue:45081|issue:45103", - "issue:44945|issue:45753", - "issue:45593|issue:46877", - "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:44857|issue:46877", "issue:45406|issue:46202", - "issue:45561|issue:47059", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:42673|issue:43704", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:45561|issue:47059", "issue:42175|issue:44933", - "issue:45405|issue:46877", "issue:44743|issue:47068", + "issue:45405|issue:46877", "issue:30333|issue:33290", - "issue:43976|issue:44933", - "issue:44496|issue:45561", + "issue:42831|issue:44222", + "issue:42175|issue:45712", "issue:42898|issue:44568", - "issue:42175|issue:45712" + "issue:44496|issue:45561", + "issue:43784|issue:43824", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "8ed4624dff77642022cf28ce45777c1420d9ff5046e970982e1c9ae923c59274", + "prepared_review_unit_hash": "9e85c436ba71a6cee583e8162663e3cb33c47c9eae51c1550ecdb1392b733ce0", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and should not be merged broadly. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (issue:42673 / issue:43704); the rest are different bugs, regressions, or feature issues in unrelated code paths.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the better canonical issue for the one true duplicate pair: it is the older, fuller report of the same Qwen3ForCausalLM VRAM leak symptom later repeated in issue:43704.", + "summary": "This cluster is mostly a set of unrelated issues that only look superficially similar. The only clear duplicate is the repeated report of Qwen3ForCausalLM leaking VRAM when used in multiple dataloader threads (issues 42673 and 43704).", + "confidence": 0.78, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader VRAM leak that reappears in 43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue to anchor this set because it is the only clear duplicate target and has the strongest discussion trail among the matching pair.", + "best_issue_reason": "issue:42673 is the strongest global representative: it is a clear, well-scoped bug report, and its paired duplicate 43704 confirms it as the same underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 loading issue and the other is a mistral_common continue_final_message bug; different failure modes." - }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated problems." + "reason": "Both mention Transformers behavior changes, but they are different failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different imports and code paths: sentence-transformers nn import failure vs Qwen3.5 kernel registration crash." + "reason": "Both are import errors, but for different symbols and code paths (GenerationMixin vs AutoImageProcessor)." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Quantization offloading and pipeline-parallelism incorrect output are different classes of bugs." + "reason": "Unrelated: tokenizer-mapping model addition failure vs a cli completion API break in huggingface_hub." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Different bugs: Mistral regex/tokenizer backend crash vs auto_docstring crash with future annotations." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different release regressions; not the same bug." + "reason": "Different concrete failures: embedding dtype drift in evaluate vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate missing-export issues." + "reason": "Quantized model saving failure and a missing Qwen2.5-VL import are unrelated." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Quantized model saving and Qwen2.5-VL import failure do not share the same underlying code path." + "reason": "Different areas entirely: LwDetr AMP crash vs auto_docstring logging at import time." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both mention Qwen3.5/Moe, but one is a transformers 5.0 Qwen3-VL-Moe issue and the other is a newer from_pretrained regression; too different to merge." + "reason": "Gemma processor _tokenizer error and Gemma roundtrip failure on \u2581 are not the same underlying bug." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "FP8 save_pretrained failure and from_pretrained loading failure are distinct operations and bugs." + "reason": "Both involve Gemma, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline/output type issue." }, { - "left": "issue:44857", + "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import logging are unrelated." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer mapping/model-add logic is unrelated to a huggingface_hub CLI completion API break." + "reason": "Both are import regressions, but they affect different missing exports and different modules." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3/MoE, but they are distinct model/version failures and not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Mistral regex patch crash and auto_docstring annotation handling are different subsystems." + "reason": "Different generation-path failures: sync_gpus kwargs handling vs janus image generation test failure." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect pipeline-parallel output and a Qwen3_5 infinite loop on one image are not the same defect." + "reason": "Pipeline parallelism output corruption and a Qwen3.5 infinite-loop-on-image report are different issues." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time logging are unrelated." + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is from_pretrained loading failure." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Both involve Gemma pipelines, but one is tokenizer roundtrip behavior and the other is an image-text-to-text pipeline output class issue." + "reason": "A pytest-xdist race and a cli completion attribute error are unrelated." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different bugs." + "reason": "Different problems: missing tensorflow from a pip extra vs a nonexistent image_utils import." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "A pytest-xdist file race and a CLI completion attribute error are unrelated." + "reason": "Recurrent-state reset in modular_qwen3_5 and a DeepSpeed host-synchronization concern are not the same bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure do not point to the same code path." + "reason": "PEFT version pin mismatch and auto_docstring stdout diagnostics are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained bug." + "reason": "MLFlow failure reporting and an Adafactor OOM are different training issues." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak symptom with multiple dataloader threads; clear duplicate." + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both reference FP8, but one is an accuracy issue and the other is a model-saving issue." }, { "left": "issue:42175", - "right": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and a missing import from image_utils are unrelated." + "reason": "Tensorflow extra packaging and leftover dummy pt objects are unrelated repository hygiene/packaging issues." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "PEFT minimum version bump and auto_docstring stdout diagnostics are unrelated maintenance issues." + "reason": "Both are tokenizer behavior regressions, but they concern different APIs and different symptoms." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different problems." + "reason": "Unrecognized model config and a pytest-xdist file race are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "MLflow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are not the same issue." + "reason": "Both are import errors from Transformers changes, but they involve different missing names and different packages." }, { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same concrete bug: Qwen3ForCausalLM leaking VRAM when used across multiple dataloader threads." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Unrecognized model config and a pytest-xdist file race are unrelated." + "reason": "Python version incompatibility and a bad image_utils import are unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Both are tokenizer behavior changes, but one is a generic v5 cleanup behavior change and the other is a specific BOS/EOS regression for mdeberta-v3-base." + "reason": "Offline Mistral regex patching and tokenizers thread-safety are different code paths and failure modes." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Torch-only install backend packaging and leftover dummy_pt_objects cleanup are different repository hygiene issues." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly matching pair is issue:42673/issue:43704, which share the same title and symptom, with 42673 being the older and more detailed report. The soft-edge verdicts are conservative overall and do not overstate duplicate evidence." + "feedback": "The analysis is conservative and grounded in the packet. The only asserted duplicate, issue:42673 and issue:43704, is well supported by the identical titles plus the earlier/larger report. The other soft-edge rejections are cautious and do not overclaim equivalence based on superficial similarity alone." }, "evaluator_used": true, "retried": false, @@ -14929,7 +14887,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 49, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -14941,24 +14899,23 @@ "issue:27957", "issue:28282", "issue:30333", - "issue:30990", "issue:34689", - "issue:35141", "issue:36331", "issue:39692", "issue:42222", "issue:42673", + "issue:42796", "issue:42898", + "issue:43116", "issue:43295", "issue:43479", "issue:43723", - "issue:43784", - "issue:43824", "issue:43874", "issue:44016", - "issue:44075", + "issue:44060", "issue:44079", "issue:44186", + "issue:44190", "issue:44222", "issue:44295", "issue:44297", @@ -14967,14 +14924,16 @@ "issue:44623", "issue:44734", "issue:44779", - "issue:44843", "issue:44869", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", "issue:45310", + "issue:45405", "issue:45600", "issue:45656", + "issue:45712", "issue:45812", "issue:46077", "issue:46123", @@ -14986,245 +14945,238 @@ "issue:47085" ], "soft_pairs": [ - "issue:30990|issue:35141", - "issue:44568|issue:47085", "issue:43479|issue:46829", - "issue:44623|issue:45310", "issue:44186|issue:47085", - "issue:42673|issue:46693", "issue:42898|issue:45812", - "issue:46077|issue:46123", - "issue:45600|issue:47059", + "issue:44623|issue:45310", + "issue:42673|issue:46693", "issue:43723|issue:44568", - "issue:44016|issue:46231", - "issue:43479|issue:44869", "issue:39692|issue:46909", - "issue:43784|issue:43824", - "issue:27957|issue:30333", - "issue:42898|issue:44779", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:43479|issue:44079", "issue:42673|issue:47085", - "issue:44843|issue:47085", + "issue:44060|issue:45125", "issue:30333|issue:34689", - "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:27957|issue:30333", "issue:42898|issue:43295", - "issue:43874|issue:45092", - "issue:44295|issue:45656", - "issue:42222|issue:45200", - "issue:30333|issue:36331", "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:42222|issue:45200", "issue:22355|issue:28282", - "issue:44222|issue:44297", + "issue:44295|issue:45656", "issue:44734|issue:45103", - "issue:44075|issue:46231" + "issue:43874|issue:45092", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "6bb70f30a6158cdb50d205fb0a0725868e0c923f4200db64a0e7c7294d39b167", + "prepared_review_unit_hash": "3d93c36792e3e2b88edb3782b12225db320c25cac165900474881d625a2042ff", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36320, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs mostly look like broad semantic matches rather than the same underlying defect. They span unrelated tokenizer, model-loading, training, multimodal, and documentation problems, so none should be merged as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45812 is the best representative issue: it is a concrete, high-impact tokenizer regression with a clear v4\u2192v5 boundary and a precise user-visible symptom.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated tokenizer, multimodal, training, docs, packaging, and runtime issues. None of the soft pairs looks like the same underlying bug/change, so all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone issue to anchor this set because it is specific, actionable, and clearly describes a reproducible regression.", + "best_issue_reason": "If a representative issue must be chosen, 42898 is the broadest v5 regression report, but it still does not capture the rest of the cluster well because the items are largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Different bugs: a loading hang vs. embedding reinitialization after resize; no shared code-path evidence." + "reason": "Different bugs: Phi4MultimodalConfig default-initialization vs VideoPrism output field wiring." }, { - "left": "issue:44568", + "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Both involve tokenizers, but one is a special-tokens regression and the other is a thread-safety issue; different failure modes." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to tokenizer thread-safety regressions." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Unrelated model components: multimodal config default initialization vs. incorrect hidden_states wiring in a classifier output." + "reason": "Both are tokenizer/v5 regressions, but one is cleanup-space behavior and the other is Granite token ID generation." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different load/save failures: missing processor artifacts vs. a from_pretrained error for Qwen3.5 MoE." - }, - { - "left": "issue:44186", - "right": "issue:47085", - "accept": false, - "reason": "LayoutLM tokenizer NER/padding crash and fast-tokenizer thread safety are separate code paths." + "reason": "Processor save_pretrained missing files is not the same failure as Qwen3.5 Moe from_pretrained breaking." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Distinct performance bugs: VRAM leak across dataloader threads vs. FA2 long-context regression." + "reason": "VRAM leak in dataloader threads and FA2 long-context performance regression are different code paths." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is about cleanup-space behavior while the other is wrong token IDs for Granite models; not the same bug." + "reason": "AutoTokenizer load failure and missing BOS/EOS insertion are distinct tokenizer issues." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Different logic: bidirectional attention mask construction vs. final partial-batch handling in a pipeline." + "reason": "Both are documentation problems, but they involve different examples and different fixes." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Auto-mapping config references and CLI completion breakage from huggingface_hub are unrelated issues." + "reason": "Removed auto-mapping configs and a huggingface_hub CLI compatibility failure are unrelated." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and partial-batch result dropping are different pipeline/model bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are tokenizer v5 problems, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior on a specific model." + "reason": "Multimodal config initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and doc parameter-name mismatch are separate documentation problems." + "reason": "Notebook syntax error and docs parameter-name mismatch are different documentation defects." }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:44079", "accept": false, - "reason": "Different model paths: Phi4 multimodal config initialization vs. Whisper timestamp decode crash." + "reason": "Config defaulting bug does not match the ModelOutput None-key assignment issue." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Both are broken docs examples, but they concern different examples and different failure causes." + "reason": "Both mention tokenizer/threading, but one is a model VRAM leak and the other is Rust tokenizer thread safety." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Separate import failures: sentence-transformers NameError vs. missing Qwen2_5_VL export." + "reason": "Incorrect tied-weights warning is a different issue from missing tensor-parallel plan support." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different subsystems entirely: Flash Attention model support vs. MLFlow reporting after failed training jobs." + "reason": "MLflow reporting on failed jobs and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Related only at a high level to v5 tokenizer changes; the concrete symptom and likely root cause differ." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and different behaviors." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is not the same as tokenizer thread-safety regressions." + "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow reporting behavior." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Offline-model_info behavior in AutoTokenizer is a load-time network bug, not a tokenizer thread-safety bug." + "reason": "clean_up_tokenization_spaces behavior change is not the same as processor.tokenizer/image input regression." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "MLFlow job state reporting and Llama 3.2 Vision model loading are unrelated regressions." + "reason": "Different v5 behavior changes: tokenization cleanup vs Pegasus output differences." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Config defaulting bug vs. ModelOutput key assignment bug; different objects and code paths." + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature breakage are separate training issues." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer cleanup semantics and processor.tokenizer/image-passing regression are different API breakages." + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are unrelated multimodal bugs." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Missing image-patch helper and old InternVL2 meta-init incompatibility are different multimodal issues." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access and duplicated optimizer.step under deepspeed are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken VitPose models and Gemma4 mm_token_type_ids defaults are separate multimodal bugs." + "reason": "Position_ids buffer reading and double optimizer stepping with deepspeed are different defects." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "MLFlow failure reporting and CustomTrainer compute_loss signature mismatch are distinct training issues." + "reason": "Serve KV-cache continuation crash and auto_docstring future-annotations crash are unrelated." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both are v5 behavior regressions, but one is cleanup-space semantics and the other is Pegasus output differences; not the same defect." + "reason": "Missing image-processor method and meta-init incompatibility in old remote-code checkpoints are different multimodal loading problems." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/dependency errors." + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script bugs." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different serialization bugs." + "reason": "A version-pin bump and leftover dummy classes failing checks are unrelated maintenance issues." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "KV-cache indexing in /v1/responses and auto_docstring future-annotations handling are unrelated." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer v5 loading failure are distinct tokenizer bugs." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Optimizer step argument handling and a docs parameter-name mismatch are not the same issue." + "reason": "FP8 save_pretrained for MoE models is unrelated to tokenizer_class metadata mismatch on save_pretrained." } ] }, @@ -15240,7 +15192,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 50, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -15252,9 +15204,8 @@ "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", - "issue:43116", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -15262,12 +15213,13 @@ "issue:43504", "issue:43644", "issue:43723", - "issue:44060", + "issue:44075", "issue:44190", "issue:44222", "issue:44263", "issue:44295", "issue:44297", + "issue:44327", "issue:44360", "issue:44373", "issue:44448", @@ -15278,16 +15230,16 @@ "issue:44977", "issue:45071", "issue:45092", - "issue:45125", "issue:45245", "issue:45310", - "issue:45405", "issue:45656", "issue:45712", "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305", "issue:46424", "issue:46431", @@ -15298,256 +15250,249 @@ "issue:47276" ], "soft_pairs": [ - "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:44933|issue:45712", - "issue:44222|issue:44623", - "issue:42796|issue:43723", - "issue:44060|issue:45125", - "issue:43479|issue:43644", + "issue:44075|issue:46231", "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44222|issue:44623", "issue:44373|issue:44485", + "issue:43723|issue:44977", "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44360|issue:46762", - "issue:45071|issue:46082", "issue:43232|issue:47276", "issue:43122|issue:46209", - "issue:43723|issue:44977", - "issue:44222|issue:44484", + "issue:41628|issue:42757", "issue:46614|issue:46932", "issue:43504|issue:47059", - "issue:44263|issue:45092", - "issue:44263|issue:44373", - "issue:44295|issue:44623", - "issue:46209|issue:46431", - "issue:30990|issue:38175", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", "issue:44190|issue:46082", + "issue:30990|issue:38175", "issue:43232|issue:46424", - "issue:43232|issue:45834", - "issue:43475|issue:46305" + "issue:44327|issue:47059", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "dbd6ea125f607e7695832bec094077e595b5d9a76fab021dff859fb26cf8b03d", + "prepared_review_unit_hash": "6b0a91be37ed48352c7743cb7d8cec8d47212984ae856fe1e56a555878866e9d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36692, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 30, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (tokenizers, configs, FP8, generation, CLI/tests, multimodal models, etc.). No single duplicate-canonical issue or PR emerges from the titles alone.", + "summary": "This cluster is heterogeneous: the items span unrelated bug reports across tokenization, config/loading, quantization, generation, docs, and CLI import issues. None of the soft pairs looks like the same underlying bug/change, so I rejected all soft edges. There are no PRs in the cluster.", "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and model families, so they do not appear to be one underlying bug cluster.", + "canonical_issue_reason": "No canonical issue: there is no coherent duplicate set here, only a loose similarity cluster of unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the set is not a true duplicate cluster; forcing a canonical issue would conflate unrelated regressions.", + "best_issue_reason": "No global best issue: the cluster is too mixed for a meaningful representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Both are example-script failures, but one is multi-label empty output and the other is local dataset loading; different bugs and code paths." - }, - { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "One is a version pin/release concern, the other is leftover dummy classes failing repo checks; unrelated maintenance issues." + "reason": "Optimizer runtime bug vs documentation typo; different problem and fix." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing duplicate optimizer steps." + "reason": "Model output regression vs AttentionInterface behavior change; not the same code-path issue." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FP8 accuracy regression and processor save_pretrained missing files are different subsystems and failure modes." + "reason": "Config initialization bug vs non-persistent buffer junk; unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both mention import-ish repo hygiene, but one is a missing image_utils import and the other is dummy class cleanup; not the same bug." + "reason": "Both concern imports, but the symbols and causes are different; not a duplicate." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is processor file export; distinct problems." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading failure are different tokenizer issues." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate Qwen/MoE defects." + "reason": "FP8 accuracy issue vs missing processor save files; different subsystems." }, { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Config default initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." - }, - { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." + "reason": "Tokenizer config mismatch vs optimizer stepping twice; unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit runtime error is unrelated to registered attention behavior." + "reason": "Category-limit runtime error vs attention registry semantics; no shared bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE implementation is a functional model change." + "reason": "FP8 inference failure vs missing chat template validation; unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Model FP8 save_pretrained issue vs processor save_pretrained issue; different artifacts and failure modes." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but for different symbols and dependencies; not the same underlying breakage." + "reason": "Docstring error vs RoPE implementation bug; not the same underlying problem." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different algorithmic issues." + "reason": "Tokenizer loading problem vs flash-attention generation bug; different code paths." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Both concern config validation, but they are different checks on different config classes and parameters." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 from_pretrained error; not the same bug." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "One is a generation state update bug, the other is a misleading warning message; not the same change." + "reason": "Generation state-update bug vs warning-message wording; one is functional, the other is cosmetic." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation issue are different problems." + "reason": "Tokenization regression vs FP8 B200 inference failure; unrelated." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are unrelated save_pretrained concerns." + "reason": "Different missing imports from different modules; similar shape but not the same issue." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Stale phonemizer backend state vs quantized embedder dtype casting; unrelated." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Beit legacy-field loading bug and huggingface_hub CLI completion breakage are separate regressions." + "reason": "Legacy model field load failure vs huggingface_hub CLI compatibility break; different causes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "torch.split behavior in a MoE indexer and remote-code checkpoint meta-init incompatibility are different issues." + "reason": "Type-checking break in PretrainedConfig vs LlamaConfig validation of head_dim; different config issues." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Runtime tensor-splitting bug and docstring issue are not the same underlying problem." + "reason": "Missing ReLU in DSA indexer vs numerical drift in Minimax attention; not the same bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Buffer registration/read error and missing processor files are different serialization/load paths." + "reason": "Save/load corruption vs a question about shard-size defaults; not duplicates." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated failures." + "reason": "Generation/sync_gpus bug vs OCR index error; different features and failure modes." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are unrelated model issues." + "reason": "Local dataset loading failure vs config head_dim validation; unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Dataset loading in an example script and LlamaConfig head_dim validation are unrelated." + "reason": "Model loading hang vs zero-probability output issue; different models and symptoms." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs sync issue and cache max length handling are different cache-related behaviors." + "reason": "Sync-gpus generation bug vs cache length configuration behavior; not the same code path." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash vs CLI completion regression; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Tensor split/indexing bug vs remote-code meta-initialization incompatibility; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "sync_gpus/generation issue and Kosmos2.5 OCR index error are unrelated." + "reason": "Buffer read error for position_ids vs missing processor save files; different issues." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing SAM vision encoder attribute and Moonshine sliding-window off-by-one are different model bugs." - } - ] - }, - "evaluator_result": null, + "reason": "Missing attribute in SAM 3 video output vs off-by-one streaming mask; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Repeated pair: DSA indexer activation bug is not the same as Minimax attention numerical differences." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure vs quantized-model save/load breakage; related area but different concrete problems." + } + ] + }, + "evaluator_result": null, "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, @@ -15559,7 +15504,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 51, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -15570,24 +15515,27 @@ "issue:22355", "issue:27957", "issue:28218", - "issue:39379", "issue:39401", "issue:41628", - "issue:42757", + "issue:42796", "issue:42831", "issue:42886", - "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", "issue:43824", "issue:43986", "issue:44038", + "issue:44060", "issue:44188", "issue:44261", "issue:44263", "issue:44279", - "issue:44327", "issue:44360", "issue:44373", "issue:44483", @@ -15595,252 +15543,250 @@ "issue:44829", "issue:44964", "issue:45092", - "issue:45278", "issue:45310", "issue:45357", "issue:45381", "issue:45406", + "issue:45600", "issue:45753", "issue:46002", - "issue:46050", - "issue:46172", "issue:46305", "issue:46328", "issue:46369", "issue:46402", "issue:46655", - "issue:46664", "issue:46726", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:46305|issue:46655", "issue:46369|issue:46909", - "issue:42831|issue:45310", - "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:46305|issue:46655", + "issue:44279|issue:46328", "issue:22355|issue:27957", - "issue:42907|issue:46050", "issue:43986|issue:46726", - "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42831|issue:44038", - "issue:44261|issue:45092", - "issue:41628|issue:43824", - "issue:44829|issue:46002", - "issue:44964|issue:47059", + "issue:42831|issue:45310", + "issue:44263|issue:44360", "issue:45381|issue:46305", + "issue:41628|issue:43824", "issue:43408|issue:46402", + "issue:44964|issue:47059", "issue:44483|issue:45406", - "issue:42831|issue:45753", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:44261|issue:45092", "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:43784|issue:45600", "issue:44188|issue:44373", - "issue:46305|issue:46664", - "issue:43986|issue:47217", - "issue:44327|issue:47059", + "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42757|issue:45278", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:39379|issue:46172" + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "285e3dbe1eebc84c336fa37789662bfafff629c8ce73107e17a11c1d6cc29ae2", + "prepared_review_unit_hash": "c7d63f85f22a948f39932f946a09b2e88ebc365d5fc7bc8a8425e57e7b747a39", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35162, - "estimated_input_tokens": 8791, - "estimated_eval_tokens": 17838 + "soft_pair_count": 29, + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: it mixes tokenizer/import regressions, multimodal model loading issues, quantization/saving bugs, and unrelated attention/processor problems. None of the soft pairs look like true duplicates; they mostly share only a broad subsystem or symptom class.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45278 is the broadest compatibility-regression report and the best umbrella for the import-error subset, but it is still only a loose representative because the cluster spans many unrelated bugs.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad subsystem words (tokenizers, VL models, AutoProcessor, DSA, SAM3) but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the cluster looks like an over-broad similarity grouping of unrelated bugs across tokenization, vision-language loading, quantization, CLI, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global representative among the issues because it captures a wide post-upgrade breakage pattern; however, the overall cluster is too diverse to have a single clearly canonical issue.", + "best_issue_reason": "No single best issue for duplication triage; none of these items is a convincing representative of a duplicate family large enough to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46305", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video processing masks, but they are different models and different bugs (MoonshineStreaming sliding-window masking vs SmolVLM padding calculation)." - }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "One is a runtime memory overflow in sam3-litetext; the other is a broken documentation example for DIA. No shared underlying bug." + "reason": "Unrelated: sam3-litetext memory overflow vs a broken DIA docs example." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are unrelated failure modes." + "reason": "Both are Transformers v5 regressions, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Both mention DSA/indexer code, but one is about torch.split outputs and the other about a missing ReLU; not the same concrete bug." + "reason": "Same video-processing area, but different bugs: sliding-window off-by-one vs padding calculation." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Transformers.onnx import failure and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Dependency issue vs a padding performance issue; not the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both concern quantized model persistence, but they target different quantization paths and symptoms; not enough to merge as one bug." + "reason": "Completely different failures: missing transformers.onnx module vs XLMRoberta Flash Attention 2." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both are processor/backend import failures, but one is missing torchvision for a video model and the other is an unrecognized image processor path." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." + "reason": "Both involve AutoProcessor and missing vision backends, but they describe different error scenarios and likely different code paths." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both are multimodal model persistence/loading issues, but they affect different models and different code paths (meta init vs visual encoder keys)." + "reason": "Quantization accuracy issue vs a Qwen3.5 MoE from_pretrained failure; not the same bug." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe load bug are unrelated." + "reason": "Same DSA indexer subsystem, but one is torch.split return handling and the other is a missing ReLU." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "MLA rms_norm_eps precision bug and InternVL2 meta-init incompatibility are different defects." + "reason": "Different model paths and symptoms: Qwen2.5-VL vision_position_ids vs MoonshineStreaming mask off-by-one." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different components; too broad to call duplicates." + "reason": "Both are import errors, but for different exported symbols and model families; not one duplicate bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Flash-attention training degeneration and NaNs at checkpoint/init are different training/initialization bugs." + "reason": "Same SAM3 family, but a model-type warning is not the same as missing text encoder weights." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading and huggingface_hub CLI breakage are unrelated." + "reason": "Unrelated: Phi-4-multimodal loading failure vs huggingface_hub CLI test breakage." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both touch video/positioning logic, but they are different models and different off-by-one-style bugs." + "reason": "Different layers entirely: chat-completions request rejection vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Sam3 model-type warning and missing text-encoder weights are related to the same family, but they are distinct issues and code paths." + "reason": "Different failures: flash_attention_3 causes degenerate training, while the other is NaNs on checkout/init." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated serving bugs." + "reason": "Different model internals and symptoms: MLA q_a_layernorm precision issue vs remote-code meta-init incompatibility." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop behavior are not the same bug." + "reason": "Missing module import vs tokenizer adds an extra space after an added token; unrelated." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command regression vs NameError during sentence-transformers import." + }, + { + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer issues." + "reason": "Import-time NameError and stale auto_mappings references are different breakages." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention kernel divergence and a wrong docstring for position_ids are not the same underlying problem." + "reason": "Attention-kernel divergence under torch.compile vs a docstring typo; not related." }, { - "left": "issue:46305", - "right": "issue:46664", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Both are video-related, but one is a mask off-by-one bug and the other is a semantic inconsistency in num_frames." + "reason": "Quantization accuracy issue vs an image-specific infinite loop in Qwen3_5; different bugs." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Missing torchvision for AutoProcessor and image-placeholder handling in VL models are different crash causes." + "reason": "Both are tokenizer regressions, but one is wrong offset_mapping and the other is missing BOS/EOS insertion." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "decode_spans top_k bounds error and CLI completion breakage are unrelated." + "reason": "Non-persistent buffer junk in v5.0.0 vs a sliding-window masking off-by-one; unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are tokenizer bugs, but on different tokenizers and different behaviors (offset mapping vs special-token insertion)." + "reason": "RoPE layer-dropping bug vs incorrect tied-weights warning; different code paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL/processor-related, but one is missing torchvision during AutoProcessor load and the other is image placeholder handling in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Both relate to upgrade/import breakage, but 45278 is a broad umbrella while 42757 is a specific dependency import failure; not enough evidence of one exact duplicate bug." + "reason": "Both mention tokenizer behavior, but one is a model-specific BPE marker issue and the other is a broader tokenization change across versions." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving failures are unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different regression reports." + "reason": "Tokenizer offline cache loading vs wrong tokenizer decoder type; different bugs." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "mllama mask handling and deepseek-v4 comb transpose logic are unrelated code paths." + "reason": "Different SAM3 issues: model-type warning vs memory overflow on sam3-litetext." } ] }, @@ -15856,7 +15802,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 52, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -15869,29 +15815,28 @@ "issue:29159", "issue:30990", "issue:33357", + "issue:39379", "issue:39401", "issue:41628", "issue:42371", - "issue:42796", + "issue:42757", "issue:42907", "issue:43122", "issue:43329", "issue:43408", + "issue:43452", "issue:43475", "issue:43540", - "issue:43576", "issue:43646", - "issue:43756", - "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", - "issue:44060", "issue:44117", - "issue:44222", "issue:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", "issue:44485", "issue:44488", @@ -15901,272 +15846,258 @@ "issue:44829", "issue:44945", "issue:44964", + "issue:45216", "issue:45278", "issue:45290", "issue:45381", - "issue:45600", + "issue:45478", "issue:46002", "issue:46172", "issue:46326", - "issue:46369", "issue:46762", "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:42796|issue:43122", - "issue:27957|issue:30990", - "issue:43408|issue:46369", + "issue:39379|issue:46172", + "issue:42757|issue:45278", "issue:45381|issue:46909", "issue:43540|issue:46909", + "issue:27957|issue:30990", "issue:43646|issue:46002", - "issue:44295|issue:44297", - "issue:43576|issue:43784", - "issue:42907|issue:44945", - "issue:42907|issue:44964", "issue:30990|issue:33357", - "issue:41628|issue:45278", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43122|issue:46326", "issue:43976|issue:44945", - "issue:43784|issue:45600", - "issue:42371|issue:44263", - "issue:42907|issue:43937", - "issue:43756|issue:44060", - "issue:44117|issue:44704", "issue:39401|issue:44488", - "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:43329|issue:47059", - "issue:44360|issue:44485", - "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43122|issue:44521", "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44360|issue:44485", "issue:44038|issue:44297", - "issue:43122|issue:44521", + "issue:43824|issue:44351", "issue:46172|issue:46762", - "issue:43408|issue:43475", - "issue:44038|issue:44295", - "issue:22355|issue:29159", - "issue:44038|issue:44222" + "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "b3e38b2662c6f90e2e303f620ef7c6f8374411b08d90d5fbfff7bb98bc913d1a", + "prepared_review_unit_hash": "59448cad2efd9f06e7b5afafebca22ef3c99ba2d8937f727539284cdac3c1623", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35659, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly distinct bug reports rather than duplicates. The soft links are driven by broad topical overlap (tokenizers, multimodal models, v5 regressions, loaders), but the concrete failing code paths and symptoms differ enough that none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44038 is the most concrete and cluster-central report: it names a specific model family, version, and failure mode, and it appears in multiple soft-similarity candidates. Even so, the surrounding items are not true duplicates.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad vocabulary like imports, tokenization, loading, or multimodal processing, but they describe different concrete bugs and code paths. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is justified because the items span unrelated regressions across imports, tokenizers, multimodal processors, saving/loading, and training behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44038 is the best representative issue to anchor the cluster because it is specific, reproducible, and clearly describes a code-path regression rather than a vague symptom.", + "best_issue_reason": "Issue 45278 is the broadest regression report and has relatively strong activity, so it is the closest thing to a representative issue, though it does not subsume the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related, but one is a model-specific BPE marker bug and the other is a version-to-version tokenization drift report. Different symptoms, different likely causes." - }, - { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Unrelated bugs: Flash Attention 2 support for XLM-Roberta vs Sentence Transformers hanging while loading." + "reason": "Different failures in different subsystems: an mllama mask handling bug versus a DeepSeek tensor dtype/transpose issue." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both mention SAM3, but one is a model-type warning/misconfiguration and the other is a memory overflow in sam3-litetext. Not the same code-path problem." + "reason": "45278 is a broad import-regression report, but 42757 is a specific missing-symbol import from huggingface_hub; same symptom class, not the same bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A video-position-id bug in Qwen2.5-VL is unrelated to a broken documentation example for DIA." + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Different areas and failures: Qwen3OmniMoe video processing ValueError vs documentation example breakage." + "reason": "Qwen3OmniMoe video-input ValueError and a broken docs example are different issues." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Both concern model initialization, but one is a Transformers 5.0 custom-model init break and the other is NaNs in classification heads after checkout/init. Similar theme, different concrete bug." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging during load." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "One is about reading a bufferized position_ids tensor; the other is about save_pretrained writing the wrong tokenizer_class. Different persistence/loading issues." + "reason": "Custom model initialization regression and NaNs in classification heads are different concrete failure modes." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both are import/runtime regressions after newer Transformers, but one is the CLI env command and the other is sentence-transformers importing with a NameError. Not the same failure." + "reason": "A loading hang and a MacOS bus error on a CLIP model are not the same bug." }, { "left": "issue:42907", - "right": "issue:44945", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral models and incorrect output under pipeline parallelism are unrelated problems." + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are separate model-path problems." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Different bugs: dequantized save_pretrained failure vs inability to load a multimodal Phi-4 model." + "reason": "Undefined multimodal token helpers and a CLI completion attribute error are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Loading hang in Sentence Transformers vs a MacOS bus error with a CLIP model are distinct runtime failures." + "reason": "Model save/dequantization issues do not match incorrect outputs from pipeline parallelism." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer save_pretrained metadata mismatch are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Both are import regressions after upgrading, but they affect different symbols and likely different package surface areas; too broad to call duplicates." + "reason": "Both involve tokenizers, but one is a versioned tokenization change and the other is a mistral_common continue_final_message bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility mismatch is unrelated to incorrect output under pipeline parallelism." + "reason": "Python-version compatibility and pipeline-parallel incorrect outputs are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A NameError when importing sentence-transformers is not the same as auto_mappings.py referencing removed Sam3LiteText configs in CI." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failing to load cjvt/sleng-bert are different issues." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "TF32 API guidance is unrelated to the GlmMoeDsaIndexer torch.split behavior bug." + "reason": "num_labels propagation and flash_attention_3 training degeneration are not the same code-path problem." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are different model-handling bugs." + "reason": "A tokenizer offset_mapping bug and multimodal assistant_masks being all zero are distinct failures." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "One is a Smollm3 RoPE layer-count mismatch; the other is an incorrect tied-weights warning in Qwen3-Next. Different model internals." + "reason": "45278 is a broad import-breakage umbrella, but 41628 is a specific AutoImageProcessor import failure; too broad to treat as the same underlying bug." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both are loader-path issues, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor not forwarding kwargs to cached_file. Not the same underlying defect." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different failures." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load a specific BERT model are unrelated tokenizer/model-loading issues." + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." }, { - "left": "issue:39401", + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-model save failure and GLM-5 GenerationConfig validation are different bugs." + }, + { + "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping corruption is a different bug from assistant_masks becoming all-zero for multimodal chat templates." + "reason": "Tokenization differences across versions and multimodal assistant mask generation are different APIs and failure modes." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated apply_chat_template/processor problems." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "A multimodal-token-count video branch NameError is unrelated to a CLI completion-attribute failure." + "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "DSA-indexer activation design and GLM-5 RoPE implementation are different model-internal topics, not one bug." + "reason": "Dequantized save logic and gguf_file loading for tokenizer/model are different code paths." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both involve tokenizer behavior, but one is cross-version tokenization drift and the other is continue_final_message logic for mistral_common-based tokenizers." + "reason": "A model-type warning for sam3_video vs sam3_tracker is not the same as a missing fpn_position_embeddings attribute." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "AutoProcessor kwarg forwarding and chat-template crashes on tool-call assistant messages are separate code paths." + "reason": "The DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe upgrade breakage and tokenizer_class mismatch on save_pretrained do not describe the same bug." + "reason": "Qwen3-VL-Moe behavior and tokenizer_class metadata mismatch are different issues." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Tokenization changes across versions are not the same as multimodal assistant_mask generation failures." + "reason": "Both are import errors, but for different missing symbols and different model/features; not the same bug." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-v4 tensor transpose bug and Minimax MSA numerical mismatch are different attention/kernel issues." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Both are SAM3 Video related, but one is a model-type warning and the other is a missing fpn_position_embeddings attribute. Different concrete failures." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe regression and position_ids buffer-reading error are unrelated." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "DeepSeek tensor-operation bug and Minimax numerical-difference report are not the same concrete problem." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained moe bug are different model behaviors and code paths." + "reason": "Both concern Qwen3.5 around 5.4.0+, but one is a save_pretrained checkpoint regression and the other is a from_pretrained error; not enough to merge as one bug." } ] }, @@ -16182,7 +16113,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 53, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -16191,6 +16122,7 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:22355", + "issue:28348", "issue:29127", "issue:36296", "issue:38617", @@ -16200,32 +16132,30 @@ "issue:42673", "issue:42757", "issue:42898", - "issue:42907", "issue:43066", "issue:43116", "issue:43122", "issue:43232", "issue:43278", - "issue:43452", "issue:43493", "issue:43611", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44188", + "issue:44222", + "issue:44295", "issue:44351", - "issue:44355", "issue:44483", "issue:44485", "issue:44625", "issue:44779", "issue:44938", "issue:44945", + "issue:44995", "issue:45072", "issue:45083", "issue:45200", - "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -16235,242 +16165,244 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46640", + "issue:46697", "issue:46877", "issue:47217" ], "soft_pairs": [ - "issue:42907|issue:43452", - "issue:45216|issue:45478", - "issue:43824|issue:44351", - "issue:43122|issue:44779", "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "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:39379|issue:43232", "issue:42175|issue:44938", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:42757|issue:44351", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:43937|issue:44485", + "issue:28348|issue:46640", "issue:42898|issue:46614", - "issue:38617|issue:45278", "issue:44483|issue:47217", - "issue:43976|issue:45446", - "issue:44038|issue:45478", "issue:43611|issue:46002", - "issue:43066|issue:44779", "issue:42673|issue:45072", "issue:45357|issue:45478", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:44995|issue:46697", + "issue:38617|issue:45278", "issue:44625|issue:46002", - "issue:44355|issue:46231", + "issue:43066|issue:44779", + "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:43116|issue:43493" + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "305d93dc22295e259a059a7a31a7372cdb49525693f1ed5096f1df97c78110f5", + "prepared_review_unit_hash": "90f6c75d14984938ab9a99e43ebec361b244f9a91459b059b0d1b8d01d73d70d", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35419, - "estimated_input_tokens": 8855, - "estimated_eval_tokens": 17966 + "serialized_chars": 35868, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated import, tokenizer, model, and version-regression reports. I found no pair that is clearly the same underlying bug with enough specificity to merge with confidence.", - "confidence": 0.3, - "canonical_issue_reason": "issue:43824 is the strongest standalone bug report here: specific, reproducible, high discussion/inbound activity, and a clear import regression description.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning tokenizers, multimodal models, import/version regressions, distributed training, docs, and CI. None of the soft pairs look like the same concrete bug or change, so there is no clear canonical duplicate target.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best overall triage anchor because it is concrete, self-contained, and well-documented compared with the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both concern save/load behavior, but one is dequantized model saving and the other is gguf/AutoTokenizer loading; different failure modes." + "reason": "Different symptoms and code paths: example-script multi-label output vs Gemma 4 mm_token_type_ids handling." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Same model family, but one is incorrect save_pretrained output and the other is a from_pretrained import/load error; not the same concrete bug." + "reason": "Both are regressions, but one is Qwen3-VL-Moe loading behavior and the other is a position_ids buffer read issue." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are import errors, but they miss different symbols from different modules, so they are unrelated dependency/API failures." + "reason": "Same broad MoE area, but one is a model/from_pretrained bug and the other is FP8 save_pretrained behavior." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer differences in v5, but they affect different models and likely different code paths." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example script classification output issue versus Gemma 4 multimodal input requirements; not the same bug." + "reason": "Both mention tokenization regressions, but the reported failures and affected models are different enough to not treat as the same bug." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenizer offset mapping bug versus stale phonemizer language backend; different components and symptoms." + "reason": "Completely different tokenizers and failure modes: offset_mapping vs stale phonemizer backend state." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are import errors, but one is huggingface_hub and the other is transformers internals; separate breakages." + "reason": "Importing transformers.onnx is unrelated to the LayoutLMv3 error-message clarity issue." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Tensor parallel training bug versus multi-label classification script behavior; no concrete overlap." + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Module import failure versus LayoutLMv3 error-message clarity; unrelated issues." + "reason": "Different environment/import problems: missing tensorflow backend in extras vs Python 3.14 load failure." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Embedding dtype drift in train/eval versus wrong output under pipeline parallelism; different execution paths." + "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "mllama masking logic versus generation kwargs update after sync_gpus; unrelated model subsystems." + "reason": "Different model subsystems: mllama mask handling vs generation kwargs after sync_gpus." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Backend install dependency issue versus Python 3.14 load failure; different root causes." + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3.5, but one is implementation discrepancy and the other is an infinite loop on a specific image; not the same bug." + "reason": "SigLIP2 implementation mismatch is unrelated to a Qwen3_5 image-specific infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile versus feature-extractor padding inefficiency; unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch versus docstring lint printing at import time; different problems." + "reason": "Docstring parameter-name mismatch and import-time doc-lint stdout noise are different documentation/tooling issues." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "GenerationConfig validation error versus RoPE implementation discussion; not the same failure." + "reason": "One is a specific GPT2 flash-attention feature request; the other is a generic flash-attention issue without matching concrete scope." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change versus phonemizer backend staleness; unrelated subsystems." + "reason": "Tokenizer cleanup behavior in v5 is unrelated to the phonemizer language cache bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Both are import breakages after upgrade, but one is a single missing symbol and the other is broad import failures; too general to merge." + "reason": "Chat/completions request rejection is unrelated to VL image-placeholder placement failures." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Chat/completions API rejection versus VL image-placeholder handling; different endpoints and code paths." + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Python-version support bug versus a specific PyTorch version check in flex_attention; unrelated compatibility issues." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading and dtype mismatches in inference are different bugs." }, { - "left": "issue:44038", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5 MoE, but one is a broad bug report and the other is a specific from_pretrained error; not clearly the same bug." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Model loading with base_model_prefix versus NaNs in classification heads on init; different code paths." + "reason": "GenerationConfig validation failure is not the same bug as the GLM-5 RoPE implementation discussion." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer/version complaints, but they target different models and likely different tokenizer implementations." + "reason": "Python-version compatibility problem and a PyTorch version check bug are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "VRAM leak under multi-threaded dataloading versus dtype mismatch in CI inference; unrelated issues." + "reason": "GlmMoeDsa stale-cache crash and Swin2SR over-padding are entirely different model/preprocessing bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is wrong visual encoder keys on save and the other is from_pretrained failure; not the same concrete bug." + "reason": "A single missing import symbol is not the same underlying issue as many import errors after a version bump." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Configuration propagation bug versus NaNs in heads after checkout/init; unrelated symptoms and layers." + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification head initialization." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization incorrectness are related only at a very broad v5 level, not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Compiled Python file errors versus documentation parameter naming; no shared underlying bug." + "reason": "Classification script output issue and SigLIP2 implementation mismatch do not share the same code path." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extract length helper behavior versus a PyTorch version check bug; different implementation areas." + "reason": "A feature-extractor length helper bug is unrelated to an AuxRequest import version check." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Multi-label example script output versus SigLIP2 implementation discrepancy; different models and problems." + "reason": "Different Qwen model families and different failure modes; not mergeable as one PR/bug." } ] }, @@ -16486,7 +16418,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 54, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -16494,7 +16426,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28348", "issue:33453", "issue:39379", "issue:39401", @@ -16518,23 +16449,25 @@ "issue:44075", "issue:44117", "issue:44263", + "issue:44291", + "issue:44355", "issue:44380", + "issue:44466", "issue:44610", "issue:44704", "issue:44936", - "issue:44995", + "issue:45071", "issue:45092", "issue:45405", "issue:45446", "issue:45563", "issue:45588", + "issue:46002", "issue:46077", + "issue:46231", "issue:46328", - "issue:46640", - "issue:46697", "issue:46710", "issue:46726", - "issue:46752", "issue:46762", "issue:46829", "issue:46909", @@ -16544,223 +16477,223 @@ ], "soft_pairs": [ "issue:44610|issue:46909", - "issue:42371|issue:43874", "issue:44075|issue:44936", + "issue:44355|issue:46231", "issue:43618|issue:46829", - "issue:46726|issue:46981", "issue:43066|issue:46710", - "issue:46328|issue:47116", + "issue:46726|issue:46981", "issue:43116|issue:43825", - "issue:28348|issue:46640", + "issue:42371|issue:43874", + "issue:42673|issue:42796", "issue:43992|issue:44704", + "issue:46328|issue:47116", "issue:43827|issue:45446", - "issue:42673|issue:42796", + "issue:39379|issue:43688", "issue:33453|issue:39401", - "issue:44995|issue:46697", - "issue:45092|issue:46762", - "issue:43673|issue:46328", "issue:43824|issue:46981", + "issue:43673|issue:46328", "issue:43064|issue:43673", - "issue:44263|issue:46762", - "issue:39379|issue:43688", + "issue:44291|issue:45071", "issue:45405|issue:45446", + "issue:45092|issue:46762", + "issue:44117|issue:45588", "issue:43937|issue:45563", - "issue:44380|issue:46077", "issue:42222|issue:47000", - "issue:44117|issue:45588", + "issue:44380|issue:46077", "issue:42222|issue:43441", - "issue:42222|issue:46752" + "issue:44466|issue:46002", + "issue:44263|issue:46762" ], - "prepared_review_unit_hash": "de6908cc163b5a28c823f2a1dda6a932df34d422b1670843d049b9939d067f13", + "prepared_review_unit_hash": "d5e1e0ebbdaf6462e07794eb22d64323caa1dd2f5db6d7bfbd5fab68977619fc", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 34962, - "estimated_input_tokens": 8741, - "estimated_eval_tokens": 17738 + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: the issues span unrelated model, tokenizer, training, processor, and docs bugs. None of the soft similarity pairs look like the same underlying defect, so all should be rejected as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated subsystems and failure modes, so there is no clear duplicate hub for the cluster.", - "canonical_pr_reason": "No pull requests were provided in the cluster.", - "best_issue_reason": "No global best issue: none of the issues is representative of the others, since the group is not a coherent duplicate set.", - "best_pr_reason": "No pull requests were provided in the cluster.", + "summary": "This cluster is a loose grab-bag of Transformers v5 regressions and model-specific bugs, not a duplicate set. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45071 is the broadest core runtime regression in the set (PretrainedConfig type checking under v5) and is the closest thing to an umbrella representative for the cluster\u2019s migration-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the most representative broad v5 compatibility bug among otherwise unrelated tokenizer/model/doc regressions.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Different products and failure modes: OmDet-Turbo processor sizing vs a broken DIA docs example." + "reason": "One is an OmDet-Turbo processor/model input-size mismatch; the other is a broken DIA documentation example. Different bugs and code paths." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "TF32 configuration API behavior is unrelated to a missing GLM46V image-processor method." + "reason": "SGD args being ignored is an optimizer bug; trainer.evaluate() failing after training is a separate trainer lifecycle problem." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "One is SGD arguments being ignored; the other is trainer.evaluate() failing after train(). Different code paths." + "reason": "Compiled Python file errors and a doc parameter-name mismatch are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field issues, but in different models and different fields; not the same bug." - }, - { - "left": "issue:46726", - "right": "issue:46981", - "accept": false, - "reason": "AutoProcessor failures, but one is missing backend handling and the other is repeated 429 retries." + "reason": "Both concern output fields, but CLIP attentions missing and VideoPrism hidden_states misassigned are different model-specific bugs." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs model accuracy regression; unrelated root causes." + "reason": "Wrong tokenizer decoder type and a DeepSeek accuracy regression are not the same failure mode." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Feature-extractor padding performance vs streaming pipeline regression; different subsystems and symptoms." + "reason": "Missing vision-backend handling in AutoProcessor and repeated 429 retries are unrelated AutoProcessor issues." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script returns empty labels vs a v5 pipeline translation-support error message; not the same defect." + "reason": "A broken multi-label example script and a pipeline v5 error-message issue are different surfaces and symptoms." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-patch helper on an image processor are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "GPT2 FlashAttention-2 support request vs a generic Flash Attention 2 issue; too broad and not one concrete bug." + "reason": "A VRAM leak in Qwen3ForCausalLM and a tokenizer BPE-marker bug in Ministral are different models and code paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing checkpoint weights in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loading paths." + "reason": "Missing embed_tokens weights during UMT5 loading and AutoProcessor not forwarding kwargs are different loader bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance regression and a streaming pipeline regression are not the same issue." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() vs a PyTorch version check bug in flex_attention; different layers entirely." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug in flex_attention are unrelated." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "VRAM leak in Qwen3 multi-thread use vs BPE marker handling in Ministral tokenizer; different models and bugs." + "reason": "Incorrect mllama mask handling and wrong auxiliary-loss normalization are separate model bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression vs wrong offset_mapping for Qwen3; related area but not the same underlying issue." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related but not the same concrete bug." }, { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "GlmMoeDsa stale cache on second forward vs Swin2SR over-padding images; unrelated." - }, - { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs numerical differences in Minimax attention; not a duplicate." + "reason": "A missing Qwen2_5_VL import and repeated 429 retries in AutoProcessor are unrelated." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing in chunked prefill vs feature-extractor padding performance; different code paths." - }, - { - "left": "issue:43824", - "right": "issue:46981", - "accept": false, - "reason": "Missing import symbol for Qwen2.5-VL vs repeated 429 retries in AutoProcessor; unrelated." + "reason": "Generation cache missing during chunked prefill and SequenceFeatureExtractor padding overhead are different subsystems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer state placement in Trainer/FSDP2/PEFT vs missing GenerationMixin cache; not the same bug." + "reason": "Training with FSDP2/PEFT produces wrong optimizer state; chunked_prefill cache missing is a separate generation bug." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer vs Minimax attention numerical drift; different components." + "reason": "Both are v5-related, but init_empty_weights argument handling and PretrainedConfig type checking are different call sites and failures." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Incorrect multimodal mask handling vs auxiliary-loss normalization; separate model-training bugs." + "reason": "A dependency minimum-version bump not yet released on PyPI and a PyTorch version-check bug are unrelated." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Dependency version bump not yet released vs an import-version check mistake; unrelated." + "reason": "Remote-code checkpoint incompatibility with meta init and Minimax attention numerical differences are unrelated model-specific bugs." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation issues." + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are different null-handling bugs in different components." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; same broad area, different concrete defects." + "reason": "An invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated model/training failures." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer mapping None handling vs flash_attention s_aux=None crash; different failure sites." + "reason": "GPT2 attention scaling ignored under backends and Gemma4 still building causal masks are both attention bugs, but not the same code-path problem." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage vs Ministral FlashAttention failure in v5 RC; unrelated models and code paths." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different problems." + }, + { + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "VitPose model breakage vs apply_chat_template empty-list IndexError; unrelated." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and Minimax MSA attention numerical differences are unrelated." } ] }, @@ -16776,7 +16709,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 55, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -16791,17 +16724,18 @@ "issue:42222", "issue:42371", "issue:42617", + "issue:42831", "issue:43122", + "issue:43208", "issue:43408", "issue:43450", "issue:43742", "issue:43937", "issue:43986", "issue:44117", + "issue:44220", "issue:44261", - "issue:44291", "issue:44410", - "issue:44466", "issue:44484", "issue:44496", "issue:44704", @@ -16816,130 +16750,153 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45478", "issue:45561", "issue:45632", - "issue:46002", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46617", + "issue:46752", "issue:46762", + "issue:46894", "issue:46897", "issue:46981", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:44291|issue:45071", "issue:39379|issue:46897", - "issue:44466|issue:46002", - "issue:44410|issue:45310", - "issue:39401|issue:44779", + "issue:42222|issue:46752", "issue:43937|issue:44977", - "issue:44704|issue:47110", - "issue:45071|issue:46512", - "issue:44829|issue:45216", - "issue:45071|issue:47059", "issue:44117|issue:45081", - "issue:43450|issue:43986", - "issue:45341|issue:46328", + "issue:45071|issue:46512", "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", "issue:43408|issue:43742", - "issue:45341|issue:45561", + "issue:44410|issue:45310", "issue:45632|issue:46981", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", "issue:44877|issue:46231", + "issue:38617|issue:41628", "issue:39401|issue:46209", - "issue:42371|issue:44261", + "issue:42222|issue:46178", + "issue:43122|issue:46298", "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", "issue:44261|issue:46762", "issue:44484|issue:45310", - "issue:44933|issue:45278", - "issue:42371|issue:46617", - "issue:44410|issue:45478" + "issue:42371|issue:42831" ], - "prepared_review_unit_hash": "748498d68dd980760acb373027bb91a9a15490640d9455eae04b7e2dc71f9063", + "prepared_review_unit_hash": "f8e2c0720577b8d288c66114769821a99ee6510b61eda18d734d234b2c3fb75c", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36319, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous, and the soft edges look like broad topical similarities rather than true duplicates. I reject every proposed merge; the only obvious exact duplicate in the item list is 45310/45478, but it is not one of the soft-edge candidates.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue stands out for the whole cluster because the items cover unrelated regressions, import errors, tokenizer bugs, config issues, and testing problems. If forced to anchor a subcluster, 45310 is the clearest representative because it is a specific from_pretrained failure and has an exact twin at 45478.", - "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best single issue to represent the only clear duplicate-like subcluster in the list (it is duplicated exactly by 45478). For the provided soft-edge set, though, the matches are too loose to justify merging.", - "best_pr_reason": null, + "summary": "This cluster is not a true duplicate set; it mixes unrelated import errors, tokenizer regressions, model-loading/config bugs, training issues, and utility/test problems. No soft edge looks like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the paired items do not share a concrete code-path failure.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a good global representative; the items span unrelated subsystems and failure modes.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "Both involve loading/config validation regressions, but they are different failure modes and different code paths." + "reason": "Different models and bug classes: mllama mask handling vs Florence2 training-loss double shift." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Different models and different bugs; both are numerical/labeling issues only at a very high level." + "reason": "VitPose model breakage is unrelated to an empty-list crash in apply_chat_template." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are not the same underlying bug." + "reason": "Both affect generation, but they are different model families with different failure modes and code paths." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config/type behavior, but one is type checking and the other is dtype persistence; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different Qwen-family symptoms: missing projections versus a from_pretrained error." + "reason": "A 3d_parallel execution failure is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape handling and AutoProcessor dependency-import crashing are different issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and different broken behavior." + "reason": "Different tokenizer regressions affecting different models and outputs." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "One is invalid GenerationConfig handling, the other is flash-attention generation failure." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated model-specific problems." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are not the same concrete bug." + "reason": "A sam3_video model-type warning is unrelated to a key error loading MobileLLM." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3next, but one is missing projections and the other is a from_pretrained loading error." + }, + { + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Type-checking breakage and stale config dtype after from_config are separate issues." + "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated 429 retries in AutoProcessor." }, { "left": "issue:44829", @@ -16951,115 +16908,97 @@ "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "A config type-checking regression is unrelated to the CLI completion breakage from huggingface_hub." + "reason": "PretrainedConfig type checking and CLI completion breakage are unrelated." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Tokenizer mapping fallback and Mistral regex patch crashes are different tokenizer-loading bugs." + "reason": "The first is a vague testing_utils bug; the second is a specific xdist race on captured_info.txt." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Incorrect batched video processor shapes are unrelated to the torchvision-missing AutoProcessor crash." + "reason": "AutoProcessor kwarg forwarding and special_tokens list/dict misuse are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor performance issue are not the same defect." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Unable to run 3d_parallel.py and a testing_utils bug do not share the same underlying failure." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Model-type warning for sam3 and a MobileLLM load key error are unrelated." + "reason": "A generic testing_utils issue is not the same as a SequenceFeatureExtractor.pad performance bug." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Cache-path collisions and repeated HTTP 429 retries are different failure modes." + "reason": "Strict granite_speech config loading and a documentation parameter mismatch are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different removals/fixes." + "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior changes and noisy logging are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are separate integration issues." + "reason": "VitPose breakage and an unsupported BACKENDS_MAPPING tensorflow_text error are different problems." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are not duplicates." + "reason": "Tokenization regression and noisy logging are not the same bug." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "A GenerationConfig validation error and an unrecognized-model config error are different loading issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision issues are different problems." + "reason": "TF32 behavior settings and missing rms_norm_eps in MLA layernorm are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/functionality areas: configuration_utils import failure vs fbank feature extraction issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Invalid generation config and unrecognized model config are separate load-time failures." + "reason": "The broad import-error regression report is not enough to prove the specific image_utils import bug is the same issue." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical discrepancies, but they concern different attention implementations and different root causes." + "reason": "MLA layernorm config precision and Minimax attention numerical differences are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "A specific nonexistent image_utils import is not the same as a broad report of many import errors." + "reason": "save_pretrained shard sizing is unrelated to Qwen3.5 from_pretrained failure." }, { "left": "issue:42371", - "right": "issue:46617", - "accept": false, - "reason": "TF32 API settings and a trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:44410", - "right": "issue:45478", + "right": "issue:42831", "accept": false, - "reason": "Layer-0 missing projections in qwen3next is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different concerns." } ] }, @@ -17075,7 +17014,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 56, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -17084,9 +17023,7 @@ "cluster_id": "cluster-10000-521", "nodes": [ "issue:27957", - "issue:38617", "issue:41628", - "issue:42886", "issue:43012", "issue:43066", "issue:43097", @@ -17105,7 +17042,7 @@ "issue:44075", "issue:44077", "issue:44117", - "issue:44220", + "issue:44246", "issue:44261", "issue:44263", "issue:44360", @@ -17119,260 +17056,275 @@ "issue:45003", "issue:45071", "issue:45341", - "issue:45375", + "issue:45372", + "issue:45440", "issue:45464", "issue:45478", "issue:45588", "issue:45656", "issue:45753", + "issue:46050", "issue:46172", "issue:46369", "issue:46752", - "issue:46894", + "issue:46897", "issue:46981", "issue:47116" ], "soft_pairs": [ "issue:44075|issue:45656", - "issue:38617|issue:44220", - "issue:44263|issue:44485", - "issue:43066|issue:43122", - "issue:43208|issue:46894", + "issue:44483|issue:45464", "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44410|issue:45478", "issue:44077|issue:46981", - "issue:43673|issue:45341", + "issue:44263|issue:44485", "issue:43931|issue:44410", + "issue:43673|issue:45341", "issue:46752|issue:47116", "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43208|issue:46897", + "issue:27957|issue:43352", "issue:43874|issue:44261", - "issue:44483|issue:45464", + "issue:43097|issue:43452", "issue:44484|issue:45478", - "issue:27957|issue:43352", "issue:44263|issue:46172", - "issue:43931|issue:44038", "issue:44360|issue:46172", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:44261|issue:44485", - "issue:43986|issue:45341", - "issue:45003|issue:45341", - "issue:42886|issue:46981", "issue:43531|issue:45341", "issue:44117|issue:44987", - "issue:43097|issue:45588", - "issue:43874|issue:44263", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", "issue:45753|issue:46369", - "issue:44410|issue:45375" + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:46050" ], - "prepared_review_unit_hash": "d768f9e35cd2100dd219a69549bc1dc9e3428544e04e55e1cdf9c45cfea4ed35", + "prepared_review_unit_hash": "e18215c27900edda59997ad93736415c43a950582cab8cfe3af554b1cc766e36", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36564, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "soft_pair_count": 32, + "serialized_chars": 36874, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose Transformers regressions cluster, not a duplicate set: the items span tokenizer/loading, vision, FlashAttention, config/type issues, optimizer behavior, and server/API regressions. I do not see any soft pair that clearly shares the same underlying bug or change, so all candidate edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a heterogeneous grab-bag of Transformers v5/v5.x regressions and model-specific bugs (tokenizers, processors, FlashAttention, multimodal loading, optimizer behavior). The soft pairs are mostly topical lookalikes rather than true duplicates, so I reject all of them.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43097 is the best anchor if one must be chosen: it is a concrete v5 breaking-change regression, relatively central, and has inbound references; the rest of the set is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43097 is the broadest user-facing v5 breaking-change report and has downstream references, so it is the best single representative for the cluster; it still does not subsume the other issues.", + "best_issue_reason": "issue:43097 is the most broadly representative issue in the set, but only as a loose cluster anchor\u2014not as a dedupe target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both concern optimizers, but one is about SGD args being ignored and the other about double stepping under deepspeed; different bugs and fixes." + "reason": "Both are optimizer-related, but one says SGD args are ignored while the other is a double-step with deepspeed; different code paths and symptoms." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "An import error for `layer_type_validation` is unrelated to `_torch_extract_fbank_features()`; different code paths." + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a streaming inference failure on Qwen3.5-0.8B; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "`torch.split()` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "A v5 API removal warning is not the same as unexpected position-id keys during model loading." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a wrong decoder type and the other is tokenization changing across versions; not the same bug." - }, - { - "left": "issue:43208", - "right": "issue:46894", - "accept": false, - "reason": "Different models and symptoms: xLSTM training blockers vs CohereASR double-shift training loss bug." + "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is changed tokenization output; too different to merge." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Removed `tie_embeddings_and_encoder_decoder` is a config/API regression; unexpected position-id keys is a state-dict/loading issue." + "reason": "Different Qwen model families and different loading failures; no clear shared underlying defect." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "`patchtsmixer` post_init restriction and AutoProcessor 429 retry behavior are unrelated." + "reason": "One is a model config constraint on patchtsmixer, the other is an AutoProcessor retry problem; unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Chunked-prefill cache regression is unrelated to a testing utility bug." + "reason": "A DSA indexer torch.split issue is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Model weight-shape mismatch in Qwen3-VL is a different failure from missing attn projections in qwen3next." + "reason": "Both are Qwen-related loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked prefill and a testing_utils bug are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list `apply_chat_template` IndexError is unrelated to the streaming pipeline regression." + "reason": "An empty-list apply_chat_template crash is not the same as a streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An `AutoImageProcessor` import failure is unrelated to `PretrainedConfig` type-checking breakage." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are separate compatibility issues." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Missing `get_number_of_image_patches` and missing `rms_norm_eps` are different multimodal/model bugs." + "reason": "Both involve Qwen3-VL/MoE loading, but the reported failures differ: shape mismatch vs from_pretrained error." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both hit chat/completions, but one is a general request-acceptance regression and the other is a Qwen3.5 streaming inference failure." + "reason": "A compile-time bfloat16 warning and BLIP2 dtype staying float32 are different precision bugs." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they target different models and different failure modes." + }, + { + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "`max_shard_size` default behavior and Qwen3.5-Moe `from_pretrained` loading errors are unrelated." + "reason": "xLSTM training blockers and Florence2 loss double-shift are unrelated model-specific bugs." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "FlashAttention 2 support requests for different models are separate model-specific issues, not one bug." + "reason": "Both mention Flash Attention 2, but one is enabling it for XLM-Roberta and the other is an unsupported-model error for NemotronHForCausalLM." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and deepseek-v4 `comb.to(dtype).transpose()` are different code paths." + "reason": "A missing image-patch helper and a missing rms_norm_eps in MLA q_a_layernorm are different multimodal/model math bugs." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe breakage are related by family only, not the same concrete defect." + "reason": "A v5 API removal is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 dtype/transpose issue." + "reason": "max_shard_size behavior and Qwen3.5-MoE from_pretrained loading are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both mention FlashAttention, but they affect different models and failure modes; too broad to merge." + "reason": "A torch.split return-value problem in GLM-MoE DSA indexing is not the same as a deepseek-v4 dtype/transpose issue." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same as BLIP2 dtype fields staying float32." + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor-transpose behavior are different defects." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "A removed config method is unrelated to `gguf_file` breaking `from_pretrained` for tokenizer/model loading." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm and GLM-5 RoPE implementation are distinct model-internals issues." + "reason": "A TOKENIZER_MAPPING_NAMES None handling bug and a specific physical-intelligence/fast load failure are not the same underlying issue." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to a testing utility bug." + "reason": "AutoProcessor/video-model torchvision handling is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision and GLM-5 RoPE implementation are distinct model correctness issues." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe `sys.modules` access in modeling_utils is unrelated to testing_utils." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not match." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Offline cache lookup failure and repeated 429 retries are different hub/network behaviors." + "reason": "A v5 removal regression is not the same as the flash_attention.py s_aux=None crash." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44246", + "right": "issue:46981", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the testing utility issue." + "reason": "Import slowness and repeated 429 retries in AutoProcessor.from_pretrained are different problems." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "A `TOKENIZER_MAPPING_NAMES` None-handling bug is not the same as loading `physical-intelligence/fast` failing in v5.1.0." + "reason": "A Qwen3_5 infinite-loop bug and sam3-litetext memory overflow are unrelated." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Config-method removal and a flash_attention integration crash on `s_aux=None` are unrelated." + "reason": "DeepseekV3MoE divergence from the remote implementation is not the same as the deepseek-v4 dtype/transpose issue." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A Qwen3_5 image infinite loop and a SAM3-LiteText memory overflow are different bugs." + "reason": "Missing torchvision for AutoProcessor video loading and a mistral_common import error are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Missing qwen3next projections and a missing deepstack visual-index config field are different Qwen model issues." + "reason": "A removed v5 API flag and a sinq save/load quantization breakage do not share the same code path." } ] }, @@ -17388,7 +17340,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 57, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -17402,18 +17354,21 @@ "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43208", "issue:43502", "issue:43550", "issue:43673", - "issue:43827", "issue:43873", + "issue:43874", + "issue:43906", "issue:43986", "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44263", "issue:44315", "issue:44351", "issue:44380", @@ -17425,11 +17380,9 @@ "issue:44936", "issue:44938", "issue:45103", - "issue:45372", - "issue:45440", + "issue:45375", "issue:45712", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46178", @@ -17442,256 +17395,253 @@ "issue:46710", "issue:46752", "issue:46821", - "issue:46897", "issue:47116" ], "soft_pairs": [ - "issue:45440|issue:46172", + "issue:44410|issue:45375", "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:43097|issue:43873", + "issue:44062|issue:44117", "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:38617|issue:42757", - "issue:43097|issue:46050", "issue:43064|issue:44315", - "issue:43986|issue:45372", - "issue:43208|issue:46897", "issue:46655|issue:46664", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:38617|issue:44351", "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:43012|issue:46821", "issue:43986|issue:44484", - "issue:44117|issue:46701", - "issue:43502|issue:43992", "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", "issue:44704|issue:45103", "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:45712|issue:46298", "issue:43012|issue:43550", - "issue:43992|issue:44484", - "issue:43827|issue:47116" + "issue:45712|issue:46298", + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "3245e5d14025562cd75a60a0abd1d2685085013d0b64f8a36e20ef104b3e7ab3", + "prepared_review_unit_hash": "3cf826f7b37361cd83965063a4e2bf879da98279f86f1557a3e78beb7990d343", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36733, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "soft_pair_count": 29, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated bug reports. The soft pairs share broad keywords like import/loading/regression/training, but the concrete failure modes and code paths differ, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single true duplicate stands out; if one issue must anchor the cluster, issue 47116 is the broadest clear regression report, but the set is heterogeneous overall.", + "summary": "This cluster is a loose bag of unrelated Transformers issues, mostly from different models, loaders, or training paths. None of the suggested soft edges look like the same underlying bug, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47116 is the most broadly framed and actionable standalone regression report in the set, making it the best representative if a single issue must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different models and failures: DeepseekV3MoE divergence vs a deepseek-v4 dtype/transpose bug." + "reason": "Different Qwen-family bugs: missing projections in one model vs a config field being dropped in another." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both involve generation/prefill behavior, but one is missing cache in chunked prefill and the other drops final mask pipeline results." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Same Qwen family, but one is a v5 bug on Qwen3-VL-Moe and the other is missing projections in qwen3next layer 0." + "reason": "Chunked-prefill cache regression is unrelated to MaskGenerationPipeline's final-batch flag bug." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules with different causes." + "reason": "GLM46V image-processor method missing vs a torch.split indexing issue in a different component." }, { "left": "issue:43097", - "right": "issue:46050", + "right": "issue:43873", "accept": false, - "reason": "One is a v5 API removal notice issue; the other is a quantization save/load corruption bug." + "reason": "Removed tie_embeddings API is a compatibility issue; offloading with quantization is a separate runtime bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different training stack issues: optimizer state mismatch under FSDP2/PEFT vs Liger kernel not applied with model_init." + "reason": "Tokenizer AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES=None are distinct load-time failures." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both are loading-time failures, but one is missing torchvision for video processing and the other is a mistral_common import break for Gemma 4." + "reason": "Different models and symptoms; Qwen3-VL-Moe bug is not the same as qwen3next missing projections." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Different models and bugs; xLSTM training blockers are not the same as Florence2's double-shift training-loss bug." + "reason": "PyTorch bf16 warning during compile is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Same video processor area, but one is padding calculation and the other is num_frames semantics." + "reason": "Tokenizer mapping None during from_pretrained is unrelated to the DiffusionGemma pipeline failure." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both are tokenizer/loading bugs, but one is AddedToken construction and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "Two unrelated import errors from different modules and different missing symbols." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Shared v5/quantization theme only; one is API removal and the other is offloading failure with quantization." + "reason": "FSDP2/PEFT optimizer-state corruption is a different training-path bug than model_init not applying Liger Kernel." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different import failures on different symbols; not the same missing-export bug." + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics; not the same bug." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy log message is unrelated to an apply_chat_template IndexError on empty input." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to logging noise." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "Different symptoms and code paths: a PyTorch precision warning vs an AttributeError on window_size." + "reason": "Noisy logging and apply_chat_template crashing on an empty list are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Unrelated issues: missing torchvision for processors vs a save_pretrained shard-size question." + "reason": "Missing torchvision import handling is unrelated to max_shard_size default behavior." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Tokenizer mapping None and diffusion gemma pipeline failure are distinct bugs." + "reason": "A tensor transpose/dtype bug is not the same as an accuracy regression after upgrade." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "One is unintended network access with local_files_only, the other is a missing embed_tokens weight during UMT5 loading." + "reason": "Test seeding flakiness is unrelated to a logging-message issue." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both mention DeepSeek, but one is a concrete dtype/transpose bug while the other is an accuracy regression after upgrading Transformers." + "reason": "Different import-name failures with different missing APIs and likely different fixes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different layers entirely: cached_file kwargs forwarding vs auto_docstring crashing on future annotations." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate code paths." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer breaking until datasets is uninstalled." + "reason": "Trainer.evaluate failing after train is not the same as Trainer import failing due to datasets." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "ScandiBERT loading failure and streaming pipeline regression are different problems." + "reason": "local_files_only still triggering network calls is unrelated to UMT5Encoder weight loading." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + "reason": "xLSTM small-model training bugs and Bamba SDPA compile failure are different model-specific problems." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:44451", + "right": "issue:47116", "accept": false, - "reason": "Python 3.14 load failure is not the same as an invalid tensorflow_text backend mapping." + "reason": "ScandiBERT loading failure and streaming pipeline regression are unrelated release issues." }, { "left": "issue:43064", - "right": "issue:47116", + "right": "issue:43873", "accept": false, - "reason": "Optimizer-state mismatch in distributed training is unrelated to a streaming pipeline regression." + "reason": "Distributed optimizer-state corruption is unrelated to quantization offloading behavior." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 image loop are different model bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized save failure is unrelated to saving Pipeline objects with save_pretrained()." + "reason": "Both mention saving, but one is dequantized-model persistence and the other is saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bf16 precision warnings and Bamba torch.compile+SDPA failure do not share the same root cause." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy placeholder classes leaking into dir(transformers) is not the same as a noisy log message." + "reason": "Dummy-class cleanup/leakage is unrelated to a noisy logging message." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "A bfloat16 warning on compile is not the same as a Bamba SDPA compile failure." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44410", + "right": "issue:44038", "accept": false, - "reason": "Missing embed_tokens weight during load is unrelated to max_shard_size default behavior." + "reason": "Different Qwen model variants with different reported failures; too broad to merge." }, { - "left": "issue:43827", + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling behavior and cache lazy initialization are separate mechanisms." + }, + { + "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a streaming pipeline regression." + "reason": "Trainer/FSDP/PEFT optimizer-state bug is unrelated to streaming pipeline regression." } ] }, @@ -17707,7 +17657,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 58, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -17720,42 +17670,41 @@ "issue:38617", "issue:42175", "issue:42757", + "issue:42831", "issue:42890", - "issue:42994", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43208", "issue:43352", "issue:43502", "issue:43526", - "issue:43550", "issue:43582", "issue:43618", "issue:43756", "issue:43761", "issue:43824", "issue:43825", - "issue:43906", + "issue:43827", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", "issue:44162", "issue:44222", "issue:44230", + "issue:44261", "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44655", "issue:44734", - "issue:45276", "issue:45478", "issue:45479", "issue:45584", - "issue:46077", "issue:46132", "issue:46172", "issue:46298", @@ -17765,239 +17714,231 @@ "issue:47276" ], "soft_pairs": [ + "issue:43825|issue:44655", "issue:43012|issue:44368", - "issue:43066|issue:43906", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:45584|issue:46365", "issue:43352|issue:43976", - "issue:43208|issue:43550", - "issue:43825|issue:44655", - "issue:43352|issue:44380", "issue:44734|issue:47116", - "issue:45584|issue:46365", - "issue:43097|issue:46298", - "issue:44380|issue:46132", + "issue:44038|issue:44230", "issue:44162|issue:46172", - "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:44380|issue:46132", + "issue:43352|issue:44380", "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43097|issue:46298", + "issue:36683|issue:43582", "issue:43012|issue:47276", "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", "issue:42890|issue:47059", - "issue:36683|issue:43582", - "issue:44380|issue:45479", "issue:43064|issue:44380", - "issue:42175|issue:46365", - "issue:44483|issue:44514", - "issue:38617|issue:43502", "issue:43756|issue:44485", - "issue:43618|issue:44380", - "issue:45276|issue:46077", + "issue:44483|issue:44514", + "issue:42831|issue:44261", "issue:36010|issue:42757", "issue:43618|issue:43761", - "issue:44038|issue:44230", - "issue:42994|issue:44655", - "issue:43208|issue:43526" + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "9a57e7632c4329f8fed9e822b7f934e9ce61a058c5e779992ef1ca08191bc76c", + "prepared_review_unit_hash": "905762a4b3856cff97f615c0009c122d1544d6f4b28af979ba3b4f11e67e47b0", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36542, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated import, warning, model-specific, backend, or training issues. I don\u2019t see any soft pair that looks like the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43064 is the strongest standalone report in the set: it describes a concrete, high-impact distributed training regression with a clear failure mode and broad user impact.", + "summary": "This cluster is mostly a set of unrelated issue reports; the soft matches are largely keyword overlaps (v5, imports, pipelines, RoPE, fp8) rather than the same bug. I do not see any PRs, and I would reject all proposed soft edges as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the strongest standalone issue in the set: it is a clear, reproducible core behavior bug, has the most discussion activity, and is described concretely enough to serve as the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43064 is also the best representative issue overall because it is well-scoped, actionable, and more substantive than the narrower import/warning/model-specific reports around it.", + "best_issue_reason": "issue:43502 is the best issue overall because it has the clearest user impact, strongest engagement, and a specific failure mode that is easy to validate and triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different warning classes and code paths: bfloat16 compilation precision warning vs a tie_word_embeddings warning during ms-swift LoRA fine-tuning." + "reason": "Both mention pipeline-related behavior, but one is an incorrect v5 error message and the other is save_pretrained support for Pipeline objects; different bugs and fixes." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "One is a tokenizer decoder-type regression; the other is only an isolated reproduction of a different issue, with no evidence it is the same bug." + "reason": "One is a PyTorch warning when compiling bfloat16 models, the other is a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning; unrelated code paths." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "Unsupported Flash Attention in a model class is unrelated to Python 3.9/3.10 compatibility." + "reason": "Docs still referencing pipeline() after removals is a documentation mismatch; streaming pipeline regression is a runtime behavior bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are different models and different failure mechanisms." + "reason": "Missing embed_tokens.weight during from_pretrained is a loading bug; max_shard_size behavior in save_pretrained is a different serialization question." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Pipeline task support messaging and Pipeline serialization are different bugs in different flows." + "reason": "Whisper empty-transcription generation failure is model inference logic; importing Trainer failing until datasets is uninstalled is an import resolution issue." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are separate backend/model issues." + "reason": "FlashAttention 2 support for a specific model and Python-version incompatibility are unrelated." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Serving KV-cache indexing crash is not the same as a streaming pipeline regression." + "reason": "KV-cache continuation crash in /v1/responses and streaming pipeline regression involve different serving paths and failure modes." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import breakage from datasets." + "reason": "Qwen3-VL-Moe from_pretrained breakage and Qwen3-VL/Qwen3.5 FP8 inference support are distinct feature/bug reports." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "A missing tie_embeddings_and_encoder_decoder warning/behavior change is not the same as a noisy logging message." + "reason": "ESM2 breakage and a DeepSeek v4 dtype/transpose issue affect different models and code paths." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different code paths and different defects." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated subsystem bugs." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug are unrelated model-specific failures." + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is a model-backend bug; AttentionInterface.register changing callable behavior is a separate API issue." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are both MoE-related but not shown to be the same concrete bug." + "reason": "Both touch model internals, but one is FlashAttention support gating for NemotronH and the other is GPT2 attention scaling semantics; not the same bug." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and a Trainer import conflict with datasets are unrelated issues." + "reason": "patchtsmixer post_init policy and importing Trainer being affected by datasets are unrelated." }, { - "left": "issue:43012", - "right": "issue:47276", - "accept": false, - "reason": "Compilation precision warning and a misleading synced_gpus warning in continuous batching are different warnings in different paths." - }, - { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Both are ImportErrors, but for different symbols from different packages/modules, so not the same underlying breakage." + "reason": "Attention scaling backend behavior and degenerate zero loss in sequence classification are different bugs." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "A flaky test due to missing set_seed and a CLI completion API mismatch from huggingface_hub are unrelated." + "reason": "A removed tie_embeddings_and_encoder_decoder API and a noisy logging message do not describe the same underlying change." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and an Apple Silicon TypeError in caching_allocator_warmup have no shared code path." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43012", + "right": "issue:47276", "accept": false, - "reason": "Ignored GPT2 attention scaling and a degenerate zero-loss classification bug are different model behaviors." + "reason": "A precision warning during compilation and a misleading synced_gpus warning in continuous batching are different warnings with different causes." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Distributed optimizer-state corruption under FSDP2/PEFT is not the same as GPT2 attention scaling being ignored." + "reason": "Both are import errors, but they involve different missing symbols from different packages/modules and are not the same dependency break." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend selection for pip extras and a Trainer import conflict from datasets are different installation/import problems." + "reason": "Tensorflow not being included in a torch-only install and Trainer import breaking due to datasets are different packaging/import issues." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "A chat/completions request rejection and a batched Qwen2_5_VLProcessor.apply_chat_template crash are separate request-processing issues." + "reason": "FP8 save_pretrained for moe and Qwen3.5 Moe from_pretrained error are related to moe/fp8 theme but not the same code-path problem." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky SamHQ test due to missing set_seed and a CLI incompatibility with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + "reason": "FSDP2/PEFT optimizer state corruption in train() and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs attention bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are model-specific and not the same defect." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both RoPE-related, but the models and concrete defects differ." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "CLIP attentions no longer assigned is unrelated to GPT2 attention scaling under alternative backends." + "reason": "The /v1/chat/completions request rejection and a batched Qwen2_5_VLProcessor chat-template crash are separate API failures." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional-attention mask construction are different bugs." + "reason": "FineGrainedFP8 accuracy issues and MLA q_a_layernorm epsilon precision drift are different numerical problems." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Missing GenerationMixin and missing is_offline_mode are separate ImportErrors from different modules." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "A Transformers 5.0/Qwen3-VL-Moe incompatibility and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are not the same change or bug." + "reason": "Both are import errors, but one is GenerationMixin from transformers.generation and the other is is_offline_mode from huggingface_hub; different symbols and causes." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Quantized model save failure and Pipeline.save_pretrained failure are different serialization paths." + "reason": "CLIPOutput attentions no longer assigned and CLIPVisionModel.forward returning hidden_states=None are both CLIP regressions, but they affect different outputs and code paths." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels returning only one label are unrelated bugs." + "reason": "Importing layer_type_validation and local_files_only causing API requests are unrelated import-vs-network behavior bugs." } ] }, @@ -18013,7 +17954,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 59, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -18026,7 +17967,7 @@ "issue:36296", "issue:36683", "issue:41669", - "issue:42890", + "issue:42994", "issue:43010", "issue:43064", "issue:43299", @@ -18037,13 +17978,13 @@ "issue:43611", "issue:43618", "issue:43867", - "issue:43937", "issue:43976", "issue:43992", "issue:44075", "issue:44077", "issue:44246", "issue:44355", + "issue:44380", "issue:44393", "issue:44492", "issue:44625", @@ -18052,13 +17993,11 @@ "issue:44908", "issue:44938", "issue:45216", + "issue:45276", "issue:45278", "issue:45310", - "issue:45357", "issue:45375", - "issue:45478", - "issue:45561", - "issue:45850", + "issue:45593", "issue:46050", "issue:46077", "issue:46202", @@ -18068,293 +18007,277 @@ "issue:46877", "issue:47000", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47276" ], "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44380|issue:47276", "issue:43299|issue:43867", + "issue:42994|issue:44655", "issue:44625|issue:46365", - "issue:43352|issue:43937", "issue:44625|issue:46077", "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43352|issue:45593", "issue:36683|issue:43475", "issue:44355|issue:46877", - "issue:44655|issue:46050", - "issue:43976|issue:44938", "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:43976|issue:44938", "issue:43867|issue:45216", "issue:44938|issue:47059", "issue:36683|issue:47110", - "issue:46077|issue:46512", "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:43992|issue:45310", - "issue:44075|issue:46365", - "issue:44908|issue:46851", - "issue:29870|issue:33453", "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44393|issue:47000", - "issue:44355|issue:44855", + "issue:29870|issue:33453", "issue:36296|issue:43575", - "issue:43010|issue:45850", - "issue:43867|issue:45375", - "issue:41669|issue:44246", "issue:43618|issue:44077", - "issue:43010|issue:43976", - "issue:42890|issue:45561", - "issue:43867|issue:45357", - "issue:43992|issue:45478" + "issue:43867|issue:45375", + "issue:41669|issue:44246" ], - "prepared_review_unit_hash": "9a0376ee575204090318a26bb48c0f598c648952c06ee784c6c708f2505d03a2", + "prepared_review_unit_hash": "d5b66e2ab45f544958713bc2e6e7494cf23b8c7bc354b06d0f4859b650ea43e2", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37784, - "estimated_input_tokens": 9446, - "estimated_eval_tokens": 19148 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster; only the import-time slowdown pair looks like a true duplicate, while the rest are false-positive similarities across unrelated model/config regressions.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44246 is the best surviving issue for the only clear duplicate pair: it captures the user-facing import slowdown, while 41669 reads more like a root-cause/fix note.", + "summary": "This cluster is highly heterogeneous: the titles only show superficial overlap (loading, saving, import, config attributes), and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "There is no true duplicate core here, but issue:43867 is the broadest, most representative user-facing load-model regression among the mostly loading/save-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "44246 is the best overall representative because it describes the observable problem broadly enough to anchor the import-performance subcluster.", + "best_issue_reason": "issue:43867 is the cleanest general representative of the cluster; it describes a concrete model-loading failure without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 behaviors: token embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a synced_gpus warning message." + }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different bugs: Qwen3VL MoE loading vs. a generic state_dict-sorting load error." + "reason": "Both involve loading, but one is Qwen3VL MoE model loading and the other is a generic state_dict sorting failure." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Unrelated failures: Qwen3.5 label propagation vs. Trainer import breaking with datasets installed." + "reason": "Quantized model save failure and Pipeline save_pretrained failure are different save paths and object types." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Different model-specific errors: Flash Attention support vs. invalid GenerationConfig." + "reason": "Qwen3.5 num_labels propagation is unrelated to an import-time Trainer/datasets conflict." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Qwen/Gemma issues: label propagation vs. causal-vs-bidirectional attention masking." + "reason": "Different model config bugs: num_labels propagation vs Gemma4 attention mask construction." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different serialization problems: base_model_prefix loading regression vs. saving Pipeline objects." + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized roundtrip are distinct save/load problems." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support in Nemotron is unrelated to D-FINE auxiliary loss behavior." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs on different model families." + "reason": "Missing vocab_size in Gemma3Config and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different model attribute bugs." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Different import-time problems: compiled-file errors vs. doc-lint output at import." + "reason": "Compiled Python import errors and auto_docstring stdout noise are unrelated import-time issues." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Different save/load bugs: Pipeline save_pretrained vs. quantized model roundtrip after save/load." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are separate config validation problems." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Different Python-version compatibility issues with different failure modes." + "reason": "Gemma4 attention masks and from_config(dtype=...) stale config dtype are different bugs." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different config/model bugs: missing vocab_size vs. optional post_init handling." + "reason": "Both mention Python compatibility, but they target different Python versions and failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Related serialization theme, but not the same concrete bug: sorted state_dict load error vs. incorrect saved checkpoint." + "reason": "Generic load-model/state_dict sorting failure is not the same as Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Unrelated: Python 3.14 import failure vs. cli test breakage from huggingface_hub API drift." + "reason": "Python 3.14 import failure and a huggingface_hub CLI completion attribute error are unrelated." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Different attribute/type error on special_tokens vs. Gemma3Config vocab_size." - }, - { - "left": "issue:46077", - "right": "issue:46512", - "accept": false, - "reason": "Different config-state issues: attention-mask construction vs. stale dtype on model.config." + "reason": "Missing Gemma3Config vocab_size and special_tokens list/dict mismatch are unrelated attribute errors." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different regressions: CLIP attentions assignment vs. Qwen3.5 checkpoint serialization." + "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are different regressions." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Same broad symptom class, but different model attributes and different root causes." + "reason": "Missing vocab_size in Gemma3Config and missing pad_token_id in Llama4Config are separate model config issues." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Different training/inference failures with no shared code path." + "reason": "BART generate() decoder_attention_mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/parse failures, but compiled-file errors and torch.jit script comment parsing are different root causes." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Completely unrelated: optimizer/FSDP state bug vs. cache-strategy typo." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different issues: no_grad decoration vs. broad import errors after upgrading." + "reason": "no_grad decoration for cache update and broad import errors after upgrade do not share a concrete code-path bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different models and failures: UMT5Encoder missing weights vs. Qwen3.5 MoE from_pretrained error." + "reason": "State_dict loading order issues and Gemma pipeline roundtrip on '\u2581' are different serialization problems." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Different problems: SGD args ignored vs. Trainer import blocked by datasets." + "reason": "SGD args being ignored is unrelated to Trainer import failure caused by datasets." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Unrelated scheduler bug vs. Qwen3.5 variable-length position_ids failure." + "reason": "Qwen3-VL 2D bbox output issues and RTDetrLoss infeasible cost matrix are different vision-task failures." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Different symptoms and subsystems: generation mask error vs. tokenizer loading regression." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Both are roundtrip/load-save themed, but the concrete failures differ." - }, - { - "left": "issue:44393", - "right": "issue:47000", - "accept": false, - "reason": "Different model/task failures: Qwen3-VL bbox output vs. RTDetr loss infeasibility." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both import-related, but one is a compiled-file import error and the other is a Python 3.13 JIT parsing issue." + "reason": "BART generate() decoder mask bug is unrelated to tokenizer loading regression." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM on load are different distributed-memory issues." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Too broad to merge: a specific cache/layer API change vs. a generic 'breaks too many models' complaint." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restriction are unrelated model API issues." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different save/config issues: state_dict ordering vs. missing deepstack_visual_indexes field." + "reason": "State_dict load-order failure and Qwen3_5MoeVisionConfig field dropping are different loading/config bugs." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-time slowdown of transformers; 41669 points to a likely root cause, 44246 reports the user-visible symptom." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different issues: CLIPOutput attentions assignment vs. patchtsmixer post_init validation." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Different bugs with no shared underlying code path." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Different test flakiness sources: missing set_seed vs. xdist worker race on captured_info.txt." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Same broad serialization area, but not the same concrete bug: sorted-state_dict load error vs. incorrect visual encoder keys on save." - }, - { - "left": "issue:43992", - "right": "issue:45478", "accept": false, - "reason": "Different model bug than the Qwen3.5 MoE load error; no shared concrete failure mode." + "reason": "Import-star cleanup and intermittent import-time slowdown are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted duplicate pair, 41669 \u2194 44246, is well supported by both titles describing import-time slowdown. The remaining soft-edge rejects are appropriately cautious and do not overclaim shared root causes." - }, - "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 }, @@ -18363,7 +18286,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 60, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -18371,16 +18294,13 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ - "issue:27957", "issue:28282", - "issue:29870", "issue:30333", "issue:30990", "issue:31795", "issue:33453", "issue:36296", "issue:42548", - "issue:42757", "issue:42890", "issue:42898", "issue:43010", @@ -18392,8 +18312,10 @@ "issue:43618", "issue:43723", "issue:43824", - "issue:43827", + "issue:43867", "issue:43874", + "issue:43976", + "issue:43992", "issue:44062", "issue:44112", "issue:44222", @@ -18405,14 +18327,15 @@ "issue:44556", "issue:44734", "issue:44749", - "issue:44961", "issue:44964", - "issue:45071", "issue:45125", + "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45850", + "issue:46002", "issue:46132", "issue:46285", "issue:46617", @@ -18421,280 +18344,266 @@ "issue:47110" ], "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", "issue:43618|issue:46285", "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", "issue:43502|issue:44062", - "issue:42890|issue:44964", + "issue:45125|issue:45375", "issue:42890|issue:44112", + "issue:42890|issue:44964", "issue:42898|issue:46664", - "issue:44222|issue:45125", - "issue:43723|issue:44556", "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", "issue:43502|issue:44485", "issue:43874|issue:46617", - "issue:43010|issue:43065", "issue:45850|issue:47110", - "issue:43576|issue:46132", - "issue:43824|issue:46617", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44387|issue:44556", "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43827|issue:44961", - "issue:30990|issue:31795", "issue:44355|issue:44749", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:46664|issue:46726", + "issue:30990|issue:31795", "issue:43010|issue:43232", - "issue:30333|issue:36296", + "issue:46664|issue:46726", + "issue:43502|issue:44222", "issue:43299|issue:44556", - "issue:29870|issue:31795", - "issue:27957|issue:33453", - "issue:44355|issue:45071", - "issue:42757|issue:43576", - "issue:43576|issue:45071" + "issue:30333|issue:36296" ], - "prepared_review_unit_hash": "2f1ba554d1002eeda34a69cd96c9202bbad932b12acd5124c4cee5ea5411d160", + "prepared_review_unit_hash": "cf4f235dbd64f7f5b07811599de877387dc4a51bcf169a2b0df45497f121cba2", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37823, - "estimated_input_tokens": 9456, - "estimated_eval_tokens": 19168 + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of distinct Transformers v5 regression reports, with a few small thematic pockets around loading/import issues and Qwen3.5 MoE. None of the soft pairs look like true duplicates of the same concrete bug/change.", - "confidence": 0.52, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it frames the overall \u2018v5 breaks too many models\u2019 regression theme that loosely covers several of the other reports.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues: loading/import regressions, tokenizer/model API changes, a few model-specific bugs, and some test flakiness. Several pairs look superficially similar, but they do not share the same concrete underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43502 is the broadest umbrella among the set, centered on loading/runtime behavior and adjacent to several other load-path regressions, but it is still not the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best global representative only because it is the most general v5-regression complaint; it is still too vague to serve as a precise duplicate target for most of the other issues.", + "best_issue_reason": "Issue 43502 is the best representative of the cluster\u2019s most common theme (user-facing loading/runtime regressions), even though the rest of the items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "Both are loading/import failures, but one is a missing PyTorch dependency and the other is a tokenizer-loading regression; different bugs." - }, - { - "left": "issue:43618", - "right": "issue:46285", - "accept": false, - "reason": "Both mention CLIP, but one is a missing attentions assignment and the other is a structural model-class inconsistency." - }, - { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3MoE divergence; different code paths and failures." + "reason": "Different test failures: one is missing set_seed in SAM HQ integration tests, the other is an xdist/captured_info.txt race in testing utils." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Local-files-only network leakage is unrelated to AddedToken argument duplication." + "reason": "Both involve model save/load behavior, but they target different models and different failure modes (sorted state_dict loading vs incorrect visual encoder keys on save_pretrained)." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "A flaky CI test due to missing set_seed is not the same as a Phi-4 multimodal model-loading failure." + "reason": "Unrelated topics: torch.no_grad on cache updates versus a Python-version compatibility regression." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "These are both test-related, but one is seed flakiness and the other is a stale device override failure; not the same bug." + "reason": "One is a specific cache mutation fix; the other is a broad complaint that v5 breaks many models." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 and SmolVLM num_frames semantics are unrelated." + "reason": "Different import/loading problems: missing PyTorch backend versus tokenizer-loading regression." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both involve MoE/tensor-parallel themes, but one is FP8 save_pretrained and the other is a missing _tp_plan on loading; not one concrete fix." + "reason": "Both touch Qwen/MoE territory, but one is FP8 save_pretrained behavior and the other is tensor-parallel plan metadata; not the same bug." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43992", + "right": "issue:46002", "accept": false, - "reason": "Both are version-upgrade loading regressions, but one is AutoTokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + "reason": "Different problems: missing embed_tokens.weight in from_pretrained versus NaNs in classification heads after init." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure change." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are different issues." + "reason": "Completely different code paths: DSA indexer/ReLU discussion versus DeepSeekV3 implementation divergence." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Missing image-patch counting and cache FileNotFoundError are different multimodal loading problems." + "reason": "Both are import errors, but for different symbols and likely different export breaks; not one concrete defect." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "A no_grad decoration request for cache update is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + "reason": "Related model family, but one is missing tensor-parallel planning while the other is a from_pretrained error with different symptoms." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "A broad complaint about v5 breakage is not the same as a special_tokens list/object-shape error." + "reason": "One is network calls despite local_files_only=True; the other is an AddedToken keyword collision." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior changes are distinct features/failures." + "reason": "Different Qwen3.5 config issues: tensor-parallel metadata versus a missing vision config field dropped by @strict." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Qwen2.5-VL import failure is different from trust_remote_code cache loading FileNotFoundError." + "reason": "Both are test failures, but they are unrelated: SAM HQ seeding versus GraniteSpeech stale device override." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Two separate import errors for different symbols; same symptom class, different bug." + "reason": "Unrelated: test determinism issue versus a multimodal model loading failure." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Both are Qwen3.5 MoE loading-related, but one is specifically missing _tp_plan and the other is a broader from_pretrained failure; not enough evidence for the same bug." + "reason": "Different API changes in different components: tokenization cleanup behavior versus video processor num_frames semantics." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Int4 quantization OOM and model reload failure after version upgrade are unrelated regressions." + "reason": "Different failures: KV-cache continuation tensor indexing in serve versus a cache FileNotFoundError for trust_remote_code loading." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "MLflow run-finalization on failure and tokenizer loading regression are unrelated." + "reason": "Both are loading regressions, but one is specifically AutoTokenizer loading in v5 and the other is checkpoint reload across versions." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Missing tensor-parallel plan and missing vision-config field are different Qwen3.5 MoE issues." + "reason": "Different problems: int4 quantization memory growth versus cross-version checkpoint reload failure." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Docs still referencing pipeline() and a standalone 'racoon' issue are not the same underlying problem." + "reason": "No shared bug: cache update no_grad decoration versus a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + "reason": "Different load failures: missing Qwen2_5_VL export versus cache file lookup for trust_remote_code." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Compiled Python file errors and Chinese report about data-filter slowdown are different problems." + "reason": "Unrelated: broken transformers env CLI versus AttentionInterface.register behavior change." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44485", "accept": false, - "reason": "Local-files-only leakage and FP8 save_pretrained moe are separate bugs." + "reason": "Different areas: offline loading/network requests versus GLM-5 RoPE implementation." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Local-files-only API leakage has nothing to do with the unrelated 'racoon' issue." + "reason": "Different issues: missing image-patch count method versus cache file not found." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Video num_frames semantics and missing vision backend handling are different processor issues." + "reason": "A generic complaint about v5 breaking models is not the same as a specific special_tokens list/type error." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Cache/layer no_grad decoration and generation kwargs sync after sync_gpus are distinct generation-path bugs." + "reason": "Different failures: MLFlow reporting after training-job failure versus tokenizer-loading regression." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "MLflow reporting on failure and tensor-parallel training bug are unrelated." + "reason": "No concrete overlap: compiled Python file errors versus a performance regression report after upgrade." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Qwen3VL MoE loading breakage and checkpoint reload after upgrade are both version-related, but not the same concrete failure." + "reason": "Different topics: sentence-transformers loading hang versus documentation confusion around model.forward arguments." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "BART generate() decoder_attention_mask error and forward signature documentation confusion are different kinds of issues." + "reason": "Both are generation-adjacent, but one concerns cache update decorators and the other sync_gpus after generation; not the same bug." }, { - "left": "issue:27957", - "right": "issue:33453", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to tokenizer-loading regression." + "reason": "Both are vision/processor related, but one is num_frames semantics and the other is missing vision-backend handling in AutoProcessor." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking regression are different failures." + "reason": "Different defects: unintended API requests during local-only loading versus FP8 save_pretrained for MoE." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env command are separate v5 issues." + "reason": "Different failure modes: Qwen3VL MoE loading breakage versus generic checkpoint reload incompatibility across versions." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Broken env command and PretrainedConfig type-checking are unrelated regressions." + "reason": "Completely unrelated: MLFlow job-status reporting versus tensor parallel training bug." } ] }, @@ -18710,7 +18619,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 61, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -18718,20 +18627,23 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-521", "nodes": [ + "issue:29870", "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", - "issue:42371", "issue:42548", + "issue:42757", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", - "issue:43572", "issue:43576", "issue:43673", "issue:43824", + "issue:43827", "issue:43867", "issue:43901", "issue:44038", @@ -18740,23 +18652,20 @@ "issue:44273", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", - "issue:44556", "issue:44623", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", "issue:45362", "issue:45375", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46095", "issue:46143", @@ -18768,287 +18677,259 @@ "issue:47110" ], "soft_pairs": [ - "issue:43576|issue:47059", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:43576|issue:43824", - "issue:44485|issue:44961", - "issue:44315|issue:44360", - "issue:43352|issue:44961", - "issue:44351|issue:46617", - "issue:36296|issue:43901", - "issue:43475|issue:46617", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", "issue:41628|issue:42548", "issue:46143|issue:46144", "issue:44222|issue:44230", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", "issue:45375|issue:47110", - "issue:43525|issue:47110", - "issue:43867|issue:47110", "issue:45362|issue:45850", "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:44961|issue:45468", "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", "issue:44485|issue:46664", "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44273|issue:45003", - "issue:44360|issue:46664", - "issue:41669|issue:43673", - "issue:44393|issue:45071", - "issue:43576|issue:44556", - "issue:44393|issue:45753", - "issue:43525|issue:45850", - "issue:44230|issue:46095", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:44492|issue:45850", - "issue:45850|issue:47059", - "issue:42371|issue:44492" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "2648bc35ca43a089e6644b014d27dc9cdb460dd964b5bdad8b5f2e111bcbc827", + "prepared_review_unit_hash": "296890a658bb556a33c59d487041225a57fb2fb445d7d4a9e8589f3843ec9a5f", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "soft_pair_count": 32, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated v5 regression/import/model-specific issues that only share loose lexical similarity, not the same underlying bug. I did not find any soft pair that is safe to merge as duplicates.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is still too vague to be a true duplicate anchor; the cluster does not cleanly cohere around one concrete bug.", + "summary": "This cluster is a set of mostly unrelated issues. The suggested soft edges are all false positives: they share broad keywords like loading, imports, v5 regressions, or model family names, but the concrete bugs and code paths differ.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the closest thing to a representative issue because it captures the general \u201cv5 breaks models\u201d symptom seen across the cluster, even though the individual reports are materially different.", + "best_issue_reason": "No single issue is a good canonical anchor here; the items span unrelated bugs, docs issues, import errors, and model-specific regressions rather than one duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Different failures: v5 env command vs CLI completion breakage in huggingface_hub." + "reason": "Runtime generate() UnboundLocalError is not the same problem as confusing forward() documentation." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Docs confusion about forward args vs an import error for layer_type_validation." + "reason": "One is a docs reference to removed pipeline() APIs; the other is an unrelated vague bug report." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Unrelated: a placeholder issue title versus a Gemma-4 audio positional-encoding bug." + "reason": "Both involve loading, but tokenizer-loading regression and Llama 3.2 model-loading failure are different bugs." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both are breakages, but one is CLI/env and the other is a Qwen2.5-VL import error." + "reason": "Different missing exports from the package root; same symptom class, but not the same concrete import regression." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "GLM-5 RoPE implementation discussion does not match the placeholder racoon issue." + "reason": "Related RoFormer area, but one is kwargs plumbing and the other is attention-interface usage; not the same fix." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Liger Kernel application bug and DSA/ReLU discussion are different subsystems and bugs." + "reason": "Save/pretrained FP8 bug versus inference support request for Qwen3-VL/Qwen3.5 MoE; different code paths." }, { - "left": "issue:43352", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention support error is unrelated to the placeholder issue." - }, - { - "left": "issue:44351", - "right": "issue:46617", - "accept": false, - "reason": "Importing HybridCache vs loading a cached trust_remote_code model are different failure modes." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug is not the same as a docs/behavior mismatch for TextClassificationPipeline." + "reason": "local_files_only network leak is unrelated to the placeholder racoon issue." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "SAM3 missing attribute and cache loading FileNotFoundError are different model/code paths." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking breakage." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export breakages." + "reason": "Both are v5 regressions, but a broken env CLI command and type-checking behavior are different issues." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Related RoFormer area, but one is kwargs plumbing and the other is attention-interface usage." + "reason": "Different failures: env command regression versus missing Qwen2.5-VL export." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request are not the same bug." + "reason": "CLI/env regression is not the same as a huggingface_hub version-specific CLI test failure." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Config field dropping issue versus a special_tokens type error; different data structures and symptoms." + "reason": "Different root causes: dependency import breakage versus transformers env command behavior." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to special_tokens being a list." + "reason": "Both mention Qwen3/MoE, but one is a broad v5 bug report and the other is a missing tensor-parallel plan." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "State-dict loading order bug does not match the special_tokens keys error." + "reason": "Documentation confusion is unrelated to an ImportError for layer_type_validation." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Specific Qwen3.5 chat crash is not the same as the generic v5 breakage report." + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Different problems: model_init/Liger-Kernel application vs FP8 inference on B200." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "GenerationMixin cache missing is not a typo in cache strategy docs or naming." - }, - { - "left": "issue:44485", - "right": "issue:46664", + "right": "issue:44360", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "Liger Kernel application in model_init and DSA ReLU discussion are unrelated." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "A concrete processor.save_pretrained file omission is not the same as a generic bug report." + "reason": "SAM 3 video attribute bug and trust_remote_code cache FileNotFoundError are different problems." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Lazy loading malfunction and TensorFlow backend fallback error are different bugs." + "reason": "Different loading failures: missing symbol export versus cache file lookup." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Both involve Qwen3/5, but one is broad version compatibility while the other is tensor-parallel plan metadata." + "reason": "FP8 inference support and deepseekv4 weight-conversion tooling are unrelated." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "Lazy loading behavior is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Missing config field in Qwen3.5 MoE vision config is unrelated to special_tokens being a list instead of a dict." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "DSA/ReLU discussion and SmolVLM frame-count semantics are unrelated." + "reason": "Specific Qwen3.5-35B chat crash is not the same as a broad complaint that v5 breaks many models." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as a missing GenerationMixin cache." + "reason": "Model-init Liger Kernel issue and FP8 inference on B200 are unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Qwen3-VL bbox hallucination is unrelated to PretrainedConfig type checking regressions." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder racoon issue." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Both are version-related regressions, but one is an env command and the other is checkpoint reload compatibility." + "reason": "Both mention model/token metadata, but pad_token_id missing and special_tokens being a list are different failures." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Both are multimodal Qwen reports, but different symptoms and likely different root causes." + "reason": "Unrelated placeholder issue versus Gemma-4 audio positional encoding bug." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage umbrella." + "reason": "Missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategies docs." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "FP8 inference support and a weight-conversion script request are different tasks." + "reason": "Flash Attention support limitation and the placeholder racoon issue are unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "Both mention v5 loading incompatibilities, but for different models and mechanisms; not the same bug." + "reason": "state_dict sorting load error and special_tokens structure error are different code paths." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "StableLm pad_token_idx regression is a specific config issue, not the generic v5 complaint." + "reason": "Lazy loading behavior and undefined tf backend from tensorboard-only install are unrelated." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "A typo in cache strategies is unrelated to broad model breakage after v5." + "reason": "RoPE implementation discussion is unrelated to the SmolVLM num_frames semantics bug." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Generic v5 model breakage is not the same as a huggingface_hub CLI completion regression." + "reason": "processor.save_pretrained missing files is too specific to merge with an empty generic bug report." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "TF32 API settings guidance and a cache-strategy typo are unrelated." + "reason": "Lazy loading problems and unsafe sys.modules access are not the same defect." } ] }, @@ -19064,7 +18945,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 62, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -19074,22 +18955,19 @@ "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43704", + "issue:43673", "issue:43976", "issue:44077", "issue:44246", - "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -19097,9 +18975,10 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44466", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", "issue:44704", "issue:44829", @@ -19107,426 +18986,317 @@ "issue:44908", "issue:45071", "issue:45230", - "issue:45310", "issue:45341", + "issue:45381", "issue:45468", + "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", "issue:46218", "issue:46328", "issue:46655", + "issue:46664", "issue:46894", + "issue:47059", "issue:47176", "issue:47177" ], "soft_pairs": [ - "issue:41669|issue:46218", - "issue:43408|issue:44315", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", "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:44492|issue:46328", - "issue:44908|issue:45071", - "issue:41669|issue:44351", "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:47176", + "issue:44655|issue:44861", "issue:41669|issue:45341", + "issue:41669|issue:44351", "issue:43976|issue:46218", - "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:44315|issue:44829", + "issue:43519|issue:46655", "issue:44485|issue:47176", "issue:44360|issue:45468", - "issue:43519|issue:46655", - "issue:43576|issue:44273", - "issue:44315|issue:44829", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:44485|issue:47177", - "issue:43519|issue:44485", - "issue:44655|issue:44861", - "issue:43976|issue:47177", "issue:45468|issue:46894", - "issue:43519|issue:44908", - "issue:43576|issue:46218", - "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:43576|issue:44273", + "issue:43976|issue:47177" ], - "prepared_review_unit_hash": "be27beca4bede397dbf42c24aededfb52f258c03a43bb7bc682c0b0bfa2dc97b", + "prepared_review_unit_hash": "77242a13146ef46ca7fabc1746791c0132aad5c762f1d59c2efac58c42a35d1e", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 42303, - "estimated_input_tokens": 10576, - "estimated_eval_tokens": 21408 + "soft_pair_count": 39, + "serialized_chars": 38796, + "estimated_input_tokens": 9699, + "estimated_eval_tokens": 19654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set is a broad mix of unrelated bug reports, import/load regressions, model-specific issues, and security bugs. I\u2019d keep them separate.", - "confidence": 0.34, - "canonical_issue_reason": "If one issue must represent the cluster, issue 44246 is the best broad, user-facing import/performance report; the rest are mostly narrower or unrelated regressions.", + "summary": "This cluster is mostly heterogeneous; nearly all proposed soft edges are false positives across unrelated models, configs, CLI, and serialization bugs. The only plausible duplicate is the import/lazy-loading performance pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44273 is the broadest, most root-cause-oriented report in the import/lazy-loading subset and is the best representative if that subcluster is being collapsed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the most generally useful and well-scoped representative here, even though the cluster does not actually form a duplicate set.", + "best_issue_reason": "It best captures the shared import slowdown / lazy-loading regression more directly than the symptom-focused report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Import-performance cleanup vs a top-level import failure for a model class; different code paths and symptoms." + "reason": "Both are video/multimodal bugs, but they describe different symptoms in different processors and do not look like one underlying defect." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Model-type warning during instantiation vs Liger Kernel not being applied with model_init; unrelated." + "reason": "Import-time performance from `import *` removal is unrelated to a missing cache object during chunked prefill." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both are import/loading-related, but one is slow import and the other is lazy loading malfunction; not the same bug." + "reason": "One is a specific `pad_token_id` config attribute error; the other is a vague broad regression report about v5 breaking many models." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Test flakiness from missing set_seed vs scheduler kwargs being ignored; unrelated." + "reason": "A Qwen3-VL bounding-box/output quality bug is unrelated to `PretrainedConfig` type-checking in v5.4.0." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Broken env CLI command vs inverse_sqrt scheduler kwargs; different subsystems." + "reason": "Same model family, but one is 2D bbox hallucination and the other is an infinite loop on a specific image; too different to merge." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "CLI env command regression vs shell-operator allowlist bypass security bug; not the same issue." + "reason": "A missing `pad_token_idx` config field is a specific regression, not the same as a broad complaint that v5 breaks many models." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Flash Attention 2 support gating for Nemotron vs Qwen3-VL 2D bbox output issues; different model-specific bugs." + "reason": "Serialization inconsistency for tied weights is not the same concrete bug as checkpoint reload failure after upgrading versions." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Position_ids buffer access error vs a generic bug report placeholder; no duplicate evidence." + "reason": "Optional `post_init` handling and `_tied_weights_keys` list crashes are different code paths and different failures." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained vs generic bug report; unrelated." + "reason": "Broken `transformers env` CLI and checkpoint reload regression are unrelated symptoms." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Python version incompatibility vs Qwen3-VL bounding-box behavior; different problem." + "reason": "TF32 API guidance and a typo in cache strategies have no shared underlying bug." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "Typo in cache strategy text vs numpy-to-list padding performance issue; not the same bug." + "reason": "A broad v5 regression report is not the same as a CLI failure caused by a `huggingface_hub` API change." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." + "reason": "A typo in cache-strategy text is unrelated to a generic version-breakage report." }, { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different root causes." + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to the same import-performance / lazy-loading regression; the slower import is a symptom of lazy loading not working properly." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Processor.from_pretrained kwargs passthrough vs scheduler kwargs; different APIs." + "reason": "Model-type mismatch warning and Liger Kernel not applied via `model_init` are unrelated." }, { "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import performance regression vs a testing_utils bug; unrelated." - }, - { - "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility problem vs model class import failure; different failure modes." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Optional post_init validation in patchtsmixer vs list-handling crash in tied-weight key extraction; unrelated." + "reason": "Import-scan performance and a missing `HybridCache` symbol are different failures with different root causes." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Forward-doc confusion vs tokenizer loading regression; no shared concrete bug." + "reason": "Cache-strategy typo and slow numpy-to-list conversion in `SequenceFeatureExtractor.pad` are unrelated." }, { "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Version compatibility issue vs command-substitution allowlist bypass; unrelated." - }, - { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs shell injection bypass; different code paths." - }, - { - "left": "issue:44360", - "right": "issue:45468", + "right": "issue:44393", "accept": false, - "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; not duplicates." + "reason": "Python version compatibility and Qwen3-VL bbox output issues are not the same bug." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug vs video padding calculation bug; both processor bugs but different models and logic." + "reason": "A flaky integration test due to missing `set_seed` is unrelated to scheduler kwargs being ignored." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Broken env command vs lazy loading malfunction; not the same issue." + "reason": "Flash Attention support gating for Nemotron and Qwen3-VL bounding-box errors are different issues." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; distinct problems." + "reason": "A buffer registration/readback bug is not the same as an unspecified generic bug report." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Generic placeholder bug report vs Qwen3.5 MoE from_pretrained error; no duplicate evidence." + "reason": "Tokenizer class serialization mismatch is too specific to merge with a generic bug report." }, { - "left": "issue:44273", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issue vs scheduler kwargs bug; unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE vs Gemma-4 audio relative positional encoding; different models and implementations." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in multithreaded dataloader use vs GLM-5 RoPE implementation; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching unsupported for audio models vs DeepSeek-V4 weight conversion script question; different issues." + "reason": "Both involve kwargs plumbing, but they affect different APIs and code paths." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; unrelated." + "reason": "CLI breakage in v5 and shell-operator allowlist bypass are completely different concerns." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weight key AttributeError; different save/model internals." - }, - { - "left": "issue:43976", - "right": "issue:47177", - "accept": false, - "reason": "Python-version compatibility bug vs tar/zip slip arbitrary file write security issue; unrelated." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug; different models and failure modes." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp calculation vs inverse_sqrt scheduler kwargs handling; unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "env CLI regression vs Qwen3_5 import failure; different code paths." + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated serialization/model-internals bugs." }, { "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star performance cleanup vs Qwen3 VRAM leak under multithreaded dataloaders; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion vs model-loading breakage for Llama 3.2; different issue classes." - }, - { - "left": "issue:45850", - "right": "issue:47177", - "accept": false, - "reason": "General complaint that v5 breaks many models vs arbitrary file-write RCE; not the same bug." - }, - { - "left": "issue:45850", - "right": "issue:47176", - "accept": false, - "reason": "General v5 regression complaint vs command allowlist bypass; different security/problem domain." - }, - { - "left": "issue:44485", - "right": "issue:45468", + "right": "issue:45341", "accept": false, - "reason": "Same broad area of RoPE/positional encoding, but different models and concrete code paths; too weak for duplicate triage." + "reason": "Import-time performance and a small testing utility bug do not share the same underlying defect." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "VRAM leak in threaded dataloader usage vs GLM-5 RoPE implementation; unrelated." + "reason": "Import slowdown from lazy loading/import * is unrelated to failing to import `HybridCache`." }, { - "left": "issue:46218", - "right": "issue:47177", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Model import failure vs tar/zip slip arbitrary file write; completely different bugs." + "reason": "Python version support and missing `Qwen3_5ForCausalLM` import are different issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating issue vs tensor transpose/dtype bug; different concrete failures." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only still making network requests vs timestamp calculation bug; unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 configuration API change vs VRAM leak in multithreaded use; different areas." + "reason": "Shared-expert gating and a `comb.to(dtype).transpose(...)` bug are distinct DeepSeek-v4 problems." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Broad claim that v5 breaks many models vs Qwen3_5 import error; not the same underlying bug." + "reason": "`model_init` kernel application and flash-attention-3 degenerate training are different failure modes." }, { "left": "issue:43519", - "right": "issue:44623", + "right": "issue:46655", "accept": false, - "reason": "Timestamp calculation vs missing files on processor.save_pretrained; different processor bugs." + "reason": "Incorrect timestamp math and incorrect video padding calculation are separate multimodal-processing bugs." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "torch.split return-values issue in GLM-MoE DSA indexer vs Gemma-4 audio positional encoding; unrelated." + "reason": "RoPE implementation discussion and shell command allowlist bypass are unrelated." }, { - "left": "issue:44261", + "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon/config bug vs Gemma-4 audio positional encoding; different models and fixes." + "reason": "A DSA indexer activation issue and Gemma4 audio positional encoding are different subsystems." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Audio-model continuous batching support vs DeepSeek-V4 conversion-script question; not duplicates." + "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are not the same bug." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Processor timestamp bug vs Qwen3 VRAM leak in dataloader threads; unrelated." + "reason": "Broken `transformers env` CLI and lazy-loading/import slowdown are not the same concrete problem." }, { - "left": "issue:43352", + "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 unsupported for Nemotron vs Qwen3_5 import failure; different issues." + "reason": "Version-compatibility regression and missing model import are unrelated." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:43976", + "right": "issue:47177", "accept": false, - "reason": "HybridCache import export problem vs Qwen3_5 model-class import failure; both import-related but not the same bug." + "reason": "Python support regression and tar/zip slip RCE are unrelated security vs compatibility issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:44246 \u2194 issue:44273, is a plausible import/lazy-loading duplicate from the titles alone, and the remaining pair rejections do not overclaim shared root cause." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19535,7 +19305,7 @@ "component_index": 1, "component_count": 27, "review_unit_index": 63, - "review_unit_count": 63, + "review_unit_count": 64, "status": "reviewed", "reason": null, "source": "llm", @@ -19548,283 +19318,521 @@ "issue:30333", "issue:31515", "issue:31795", + "issue:34689", "issue:36296", - "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", "issue:43618", - "issue:43668", + "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", "issue:46018", + "issue:46095", "issue:46144", + "issue:46218", "issue:47059", "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", "issue:44861|issue:47110", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", "issue:28348|issue:45250", + "issue:44861|issue:45290", "issue:44908|issue:44998", "issue:44998|issue:47177", "issue:44998|issue:47176", "issue:44492|issue:44998", - "issue:43618|issue:44998", - "issue:44861|issue:45290", - "issue:31515|issue:38617", "issue:44230|issue:44623", "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", "issue:29870|issue:31515", - "issue:31515|issue:36296", "issue:30333|issue:31515", + "issue:31515|issue:36296", "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" + "issue:42936|issue:46018" ], - "prepared_review_unit_hash": "4a72ba42e6078bfa6bff3b2cf4d61f2e60d99c4ef64b878b9f2a04d66fe9b9f5", + "prepared_review_unit_hash": "0181100feac30fa50b0e4911d54c2ff1884eb41c0b4b8ca3b622526d9e2ad191", "component_budget": { "node_count": 521, "item_count": 521, - "soft_pair_count": 1919, - "serialized_chars": 995079, - "estimated_input_tokens": 248770, - "estimated_eval_tokens": 497796 + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 }, "budget": { - "node_count": 34, - "item_count": 34, - "soft_pair_count": 31, - "serialized_chars": 28321, - "estimated_input_tokens": 7081, - "estimated_eval_tokens": 14418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 44, + "serialized_chars": 39434, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad words like tokenizer, from_pretrained, or Flash Attention, but they point to different code paths, models, or even unrelated topics. I would not collapse any of these into duplicates, and there is no clear canonical issue/PR for the whole set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of unrelated bugs and feature requests, so there is no strong cluster-wide duplicate center. The only plausible duplicate is a small Flash Attention 2.0 subpair; everything else looks distinct.", + "confidence": 0.58, + "canonical_issue_reason": "No single canonical issue is convincing: the items span unrelated tokenizer, loading, model, security, and performance topics.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45250 is the closest broad umbrella for the Flash Attention 2.0 request, but it only fits a narrow subcluster and not the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching and DeepSeek-V4 FP8 weight conversion are unrelated problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5 MoE from_pretrained failure do not look like the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation and tar/zip-slip RCE are entirely unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward arguments is not the same as a model-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI command and Qwen3_5 import failure are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in multi-threaded dataloading are unrelated." + }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Different crashes in different areas: tied-weights handling vs special_tokens/list behavior." + "reason": "Tied-weight key handling and special_tokens dict/list mismatch are different attribute errors." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are separate model implementations." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage and a tar/zip-slip RCE are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 breakage and shell command-substitution bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with a dataloader-thread VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron and a file-write RCE are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network requests and timestamp calculation bugs are different issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer changes in v5, but one is a v4-to-v5 behavior difference and the other is a wrong decoder type; not the same bug." + "reason": "Tokenizer behavior drift and wrong decoder type in v5 are related in theme but not clearly the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio encoding are different model-specific regressions." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a missing Qwen3_5 import are not the same concrete issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "MoE torch.split handling and audio positional encoding are separate bugs." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Unrelated failures: _get_tied_weight_keys AttributeError vs CLI completion breakage with huggingface_hub." + "reason": "Tie-weight key extraction and CLI completion API breakage are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "A VRAM leak and a testing_utils typo are not the same problem." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support and a Qwen3_5 import failure are different failure modes." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache and missing Qwen3_5ForCausalLM imports are separate import errors." }, { "left": "issue:28348", "right": "issue:45250", + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; 45250 is the generic umbrella and 28348 is the GPT2-specific request." + }, + { + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic request; not one concrete fix." + "reason": "Tie-weight key crash and chat-template tool-call crash are unrelated." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "lr_scheduler_kwargs handling bug vs an unrelated non-technical issue title." + "reason": "A scheduler kwargs bug and an irrelevant/troll title are not duplicates." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Completely unrelated: a placeholder/non-technical issue vs a command-substitution security bypass." + "reason": "Unemployment is not a meaningful duplicate of a security RCE report." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Completely unrelated: a placeholder/non-technical issue vs a shell-operator allowlist bypass." + "reason": "Unemployment is not related to a shell-operator allowlist bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategy docs/code vs unrelated placeholder issue." + "reason": "A cache-strategy typo and an irrelevant/troll title are unrelated." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "Different bug classes: tied-weights crash vs apply_chat_template crash with tool calls." + "reason": "Both mention Flash Attention 2.0, but they are model-specific feature requests for different code paths." }, { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "from_pretrained loading slowness vs ImportError for layer_type_validation; different problems." + "reason": "CLIPOutput attentions assignment and an irrelevant/troll title are unrelated." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "fp8 inference support request vs processor.save_pretrained missing files; not the same underlying issue." + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are different problems." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Both are Flash Attention 2.0 related, but they target different models and separate support gaps." + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Slow from_pretrained loading vs tensor-parallel training bug; different subsystems and symptoms." + "reason": "BART generate() decoder_attention_mask crash and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow status reporting on failure vs slow checkpoint loading; unrelated." + "reason": "MLflow reporting on failed jobs and slow from_pretrained loading are different issues." }, { "left": "issue:31515", - "right": "issue:31795", + "right": "issue:36296", "accept": false, - "reason": "Loading performance issue vs confusing forward-API documentation; not the same bug." + "reason": "Checkpoint loading speed and tensor-parallel training correctness are unrelated." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Both touch Qwen3/Qwen3.5, but one is fp8 support and the other is a from_pretrained loading error; different fixes." + "reason": "Slow checkpoint loading and forward-argument documentation are not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; different feature requests." + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are different requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior vs RoFormer attention-interface implementation; unrelated models and code paths." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value usage vs DeepSeek shared expert gating; unrelated model bugs." - }, + "reason": "Mask2former ignore_value and DeepSeek-V4 gating are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment stays conservative and is well grounded in the packet. The only accepted soft pair, issue:28348 \u2194 issue:45250, is plausibly a broad Flash Attention 2.0 umbrella match; the rest of the false verdicts do not overstate duplicate evidence. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 64, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "4d548fbbbfe56eedd72b8281bd021bff8f429ea25bacd91a1e72b41e654086be", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 6937, + "estimated_input_tokens": 1735, + "estimated_eval_tokens": 3726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerged. The issues span unrelated topics (normalization, tokenizer warnings, loss kwargs, config typing, a typo, and an attention-interface mismatch), so none of the soft pairs look like the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not describe one shared bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative, because these items are unrelated rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT type-hint issue vs tokenizer regex warning regression; different problems." + "reason": "ModernBERTConfig `norm_eps` typing is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value bug vs loss kwargs not forwarded; unrelated code paths." + "reason": "Mask2Former `ignore_value` handling and missing kwargs in loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding vs RoFormer attention interface; unrelated." + "reason": "Loss kwargs plumbing and RoFormer attention-interface usage affect different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug vs tokenizer regex warning regression; unrelated." + "reason": "Mask2Former loss labeling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue; unrelated." + "reason": "Different models and different failures; no shared underlying bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value usage vs a typo in quantization_operation text; unrelated." + "reason": "Ignore-value usage in Mask2Former is unrelated to the quantization-operation typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing vs a typo correction; unrelated." + "reason": "A type-hint issue in ModernBERTConfig is not the same as a typo in a quantization field name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding vs ModernBERT type-hint bug; unrelated." + "reason": "Loss-kwargs propagation and `norm_eps` typing are separate concerns." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." + "reason": "Both mention norms, but one is about Llama4TextL2Norm semantics and the other about a ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; unrelated." + "reason": "Mask2Former ignore-value behavior does not match a ModernBERT config typing issue." } ] }, @@ -19857,30 +19865,30 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "bdaa89661ed7868f79147bc6bd977ef6214e9844bff1ece8528c32798324aaaa", + "prepared_review_unit_hash": "405d27a156daa5ee009b84e9ea72b477ab425d0539abff49bcb11915f1f25203", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three closed issues are unrelated feature requests: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not form a duplicate cluster.", - "confidence": 0.97, + "summary": "These three issues are all in the same project area but describe different feature requests: truncation direction, ReduceLROnPlateau-style scheduling, and Wav2Vec2 word time offsets. They do not look like duplicates of the same underlying problem.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19890,19 +19898,19 @@ "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problems: truncation direction in tokenization vs word boundary timestamps in Wav2Vec2." + "reason": "Different feature areas: tokenizer truncation behavior vs Wav2Vec2 timing offsets. No shared code-path or underlying bug." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: tokenizer truncation option vs learning-rate scheduler behavior." + "reason": "Truncation option request and learning-rate scheduler feature request are unrelated subsystems and solve different problems." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No common underlying bug or change; one is scheduler functionality, the other is audio model timing offsets." + "reason": "A ReduceLROnPlateau-like scheduler request is unrelated to Wav2Vec2 word boundary timing extraction." } ] }, @@ -19934,12 +19942,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "181e743295f3f2cb20f4a0815970c82696fbcab8cd654899b1a4d6fe3d12c5a2", + "prepared_review_unit_hash": "d4ef6b2b5bc4495a2f19b27f6bbae7fad8072f90827ea8db5f7cfc628a8879d9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19947,7 +19955,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19956,24 +19964,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates. #16618 is a broad model-loading failure, #15980 is specifically about an authentication/error-message problem for private model downloads, and #13244 is about Tapas tokenization mismatch. The only plausible overlap is between #15980 and #16618, but the titles suggest different failure modes and different root causes.", - "confidence": 0.68, - "canonical_issue_reason": "#16618 is the broadest issue in the set and best represents the general model-loading failure theme, but it should not be treated as a true duplicate of the others.", + "summary": "The three issues appear to describe different problems: tokenization mismatch for Tapas, an authentication/error-message problem when downloading a private model, and a failure loading bert-base-uncased. They are related only at a very broad \"model loading\" level, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three, with the most discussion and the clearest user-facing failure around model loading, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most general and user-facing model-loading report here, so if one issue had to anchor the cluster, it would be this one.", + "best_issue_reason": "#16618 is the best issue to anchor the cluster if one must be chosen: it is the most general and likely to attract related reports, whereas #13244 and #15980 are narrower and clearly different failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different topics: Tapas tokenization parity vs. model loading failure. No evidence of the same underlying bug." + "reason": "Tapas tokenization mismatch is a distinct bug from failing to load bert-base-uncased; they involve different models and different code paths." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about private-model auth/error messaging, while #16618 is a generic 'can't load model' report for bert-base-uncased; the failure modes are not the same." + "reason": "This is about the error shown when accessing a private model without login, which is an authentication/error-handling issue, not the same as the bert-base-uncased loading failure." } ] }, @@ -20003,7 +20011,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "bed6a5e8f4f123da610203e690ea924cb732044a0fcae96e6010ba36fed95e09", + "prepared_review_unit_hash": "087a9c44d0f38d754c88831e3864cde518bdbad18ed31f0fc14aae6b78966c17", "component_budget": { "node_count": 2, "item_count": 2, @@ -20025,18 +20033,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They are not duplicates and should not be merged.", + "summary": "These are unrelated community feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change.", "confidence": 0.98, - "canonical_issue_reason": "issue #26350 is the better canonical representative only because it has much higher discussion activity and is the more established thread, but it is still a distinct feature request from #33260.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the stronger issue to keep as the cluster representative due to higher activity and clearer momentum; however, it does not subsume #33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests and code paths: Flash Attention 2 support vs GGUF support. They target different architectures/features and are not the same bug or change." + "reason": "Different features and code paths: Flash Attention 2 support vs GGUF support. They are not the same underlying request and should not be merged as duplicates." } ] }, @@ -20058,7 +20066,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-9", + "cluster_id": "cluster-27088-10", "nodes": [ "issue:27088", "issue:28936", @@ -20068,12 +20076,14 @@ "issue:44370", "issue:46222", "issue:46226", - "issue:46931" + "issue:46931", + "issue:47299" ], "soft_pairs": [ "issue:27088|issue:44370", "issue:27088|issue:44365", "issue:27088|issue:43834", + "issue:27088|issue:47299", "issue:27088|issue:38435", "issue:27088|issue:28936", "issue:28936|issue:43834", @@ -20083,229 +20093,274 @@ "issue:38435|issue:44370", "issue:38435|issue:44365", "issue:38435|issue:43834", + "issue:38435|issue:47299", "issue:38435|issue:46226", "issue:43834|issue:44370", "issue:43834|issue:44365", + "issue:43834|issue:47299", "issue:43834|issue:46226", "issue:43834|issue:46931", - "issue:43834|issue:46222", "issue:44365|issue:44370", + "issue:44365|issue:47299", "issue:44365|issue:46226", "issue:44365|issue:46931", - "issue:44365|issue:46222", + "issue:44370|issue:47299", "issue:44370|issue:46226", "issue:44370|issue:46931", + "issue:46222|issue:47299", "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", "issue:46222|issue:46226", - "issue:46222|issue:46931", - "issue:46226|issue:46931" + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "46d96631f11057b7bb3053aae41fccac78d088f122724f55405819b6f6bd18c3", + "prepared_review_unit_hash": "d35a611ce921c96ba6c0319a34b1ba90ca4414a0b71532cb561749db7c0181e7", "component_budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 28, - "serialized_chars": 15543, - "estimated_input_tokens": 3886, - "estimated_eval_tokens": 8028 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 28, - "serialized_chars": 15543, - "estimated_input_tokens": 3886, - "estimated_eval_tokens": 8028 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus one small duplicate-like subgroup of generic placeholder issues; only the identical placeholder-title issues look safely mergeable.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43834 is the earliest and clearest representative of the only near-identical subgroup (the generic placeholder i18n translation issue).", + "summary": "This cluster is mostly translation-request issues for different languages plus a few placeholder/gibberish titles. They share a docs-i18n template, but they do not look like the same underlying bug or change, so they should not be deduplicated as one issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43834 is the most generic/template-like ticket and the closest thing to a central representative, but the set is too heterogeneous to treat as a single duplicate issue cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best available issue representative, but only for the placeholder-template subset; the surrounding language-specific issues are not the same request.", + "best_issue_reason": "issue:43834 is the best representative of the cluster shape because its title is the clearest generic i18n-docs template; however, it still should not be used to collapse the language-specific requests into one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; similarity is just from shared i18n template text." + "reason": "Different translation targets: Turkish vs a generic placeholder ticket. Same theme, but not the same request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same template, but Turkish vs generic placeholder issue are not clearly the same underlying request." + "reason": "Different translation targets: Turkish vs a generic placeholder ticket. Not the same underlying change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder translation issue." + "reason": "Turkish translation request vs a generic placeholder i18n issue; shared template wording only." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Turkish docs translation vs unrelated placeholder/gibberish title; no sign of one shared issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so not a duplicate." + "reason": "Turkish vs Romanian translation requests are distinct language-specific issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate issues." + "reason": "Turkish vs Spanish translation requests are separate language tickets, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request does not match the generic placeholder issue." + "reason": "Spanish translation request vs a generic placeholder translation ticket; not the same concrete request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different concrete request; overlap is only the docs-translation template." + "reason": "Spanish translation request vs a generic placeholder translation ticket; only broad i18n similarity." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; not the same issue." + "reason": "Spanish vs Romanian translation requests are different language-specific tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Generic placeholder issue is not clearly the same as the Spanish request." + "reason": "Spanish translation request vs a generic placeholder translation ticket; no evidence of the same underlying issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue." + "reason": "Romanian translation request vs placeholder i18n ticket; same template, different request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue." + "reason": "Romanian translation request vs placeholder i18n ticket; not the same change." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue." + "reason": "Romanian translation request vs the generic placeholder issue; language-specific versus template-only." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request vs unrelated placeholder/gibberish title; insufficient evidence they are the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian and Thai-labeled issues are not the same underlying request." + "reason": "Romanian translation request vs unrelated non-language title; not the same underlying task." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + "accept": false, + "reason": "Both are generic placeholder i18n issues, but there is no evidence they refer to one concrete language/request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + "accept": false, + "reason": "Identical template-style titles alone are not enough to merge; no concrete shared translation target is shown." }, { "left": "issue:43834", - "right": "issue:46226", + "right": "issue:47299", "accept": false, - "reason": "Despite text similarity, the titles differ and the evidence looks like shared template noise rather than the same request." + "reason": "Generic placeholder title vs unrelated placeholder/gibberish title; no clear same underlying change." }, { "left": "issue:43834", - "right": "issue:46931", + "right": "issue:46226", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Placeholder i18n issue vs unrelated non-English/gibberish title; not the same request." }, { "left": "issue:43834", - "right": "issue:46222", + "right": "issue:46931", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Placeholder i18n issue vs unrelated non-English title; broad similarity only." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title/body pattern; they appear to be near-identical duplicates." + "accept": false, + "reason": "Same placeholder template style, but no proof they describe one concrete bug/change rather than separate language tickets." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder i18n ticket vs unrelated placeholder/gibberish title; insufficient basis to dedupe." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different requests; similarity alone is not enough." + "reason": "Placeholder i18n issue vs unrelated non-English title; not the same underlying request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Placeholder i18n issue vs unrelated non-English title; only shared template similarity." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:44370", + "right": "issue:47299", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Generic placeholder i18n issue vs unrelated placeholder/gibberish title; no same concrete change." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different requests; similarity alone is not enough." + "reason": "Placeholder i18n issue vs unrelated non-English title; not a duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Placeholder i18n issue vs unrelated non-English title; broad similarity only." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Two unrelated non-English/gibberish titles; no clear evidence they are the same bug/change." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Thai-title issue is a different request from the generic placeholder translation issue." + "reason": "Placeholder translation template vs unrelated Thai-like title; not the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation template vs unrelated Thai-like title; only superficial similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs unrelated Thai-like title; not a duplicate underlying change." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Both are Thai-labeled but the titles differ materially and do not show the same concrete request." + "reason": "Both are odd non-English titles, but there is no evidence they request the same translation task." }, { - "left": "issue:46222", + "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles; no clear evidence they are the same underlying issue." + "reason": "Different non-English/gibberish titles with no shared concrete target; do not merge." }, { "left": "issue:46226", - "right": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Unrelated non-English/gibberish titles; same broad noise, not the same issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", "accept": false, - "reason": "Different Thai titles; no clear evidence they are the same underlying issue." + "reason": "Different non-English/gibberish titles; no evidence of one underlying bug or change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst stays grounded in the packet and is appropriately conservative. The only clearly duplicate-like subgroup is the three identical placeholder-template issues (43834/44365/44370), and the rejections for the language-specific requests are cautious rather than overstated. No soft-edge verdict appears to claim stronger evidence than the titles/body patterns support." - }, - "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 }, @@ -20394,12 +20449,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "be8dd5c50245efe0608c377559aa81916d43bd971e242aeab7be053e07ab8c97", + "prepared_review_unit_hash": "207bbe1c8b5a33163b81413567f6b9d749a6e257ffaa6c39f2907dd51d5fd649", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, + "serialized_chars": 28620, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20407,7 +20462,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, + "serialized_chars": 28620, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20416,300 +20471,282 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly a semantic cluster of model-addition requests across different models and modalities, not true duplicates. I reject all soft edges as they do not appear to describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No safe canonical issue: the items span distinct requests (keypoint models, BERT variants, audio/TTS/ASR, OCR, vision-language, and config-only model additions) rather than one duplicated task.", + "summary": "These are mostly distinct model/feature request issues that share a common template and broad NLP/vision-model wording. The soft-similarity signals appear driven by topical overlap in the repo, not by the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical duplicate stands out here; these are separate requests for different models/features, so they should not be collapsed into one issue cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for this cluster because the requests are heterogeneous; any one of them would misrepresent the rest.", + "best_issue_reason": "issue:46133 is the strongest representative ticket by specificity and discussion depth, but it is still a distinct request rather than a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related domain, but RoMa and LoMa are different models and different requests." + "reason": "Both are keypoint-related, but one asks for a matcher and the other for a detector+matcher for a different model; not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher vs. MiniCPM3 architecture; unrelated model families and code paths." + "reason": "RoMa keypoint matching is unrelated to MiniCPM3 model architecture support." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs. DEIMv2; different models and different change scopes." + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config request and Qwen3-TTS support are different model types and modalities." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model addition are unrelated model requests." + "reason": "Different models and different integration tasks; no shared underlying bug/change." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and MiMo are different model families with no shared underlying task." + "reason": "EuroBert config and XiaoMi MiMo are separate model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models, not the same change." + "reason": "RF-DETR and DEIMv2 are different detection models, not the same request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection vs. LFM2.5 Audio support; different modalities entirely." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model integrations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Detection model request and weight-sparse transformer request are not the same code path." + "reason": "RF-DETR and a weight-sparse transformer request are different architectures and changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and tasks." + "reason": "RF-DETR model support is unrelated to Qwen3-ASR support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection request and Qwen3-TTS support are unrelated." + "reason": "RF-DETR and Qwen3-TTS are different model targets." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and implementations." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition and weight-sparse transformer support are distinct requests." + "reason": "NeoBERT and the weight-sparse transformer request are different model features." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs. LFM2.5 Audio; unrelated architecture and modality." + "reason": "NeoBERT and LFM2.5 Audio support are unrelated." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models with no common underlying fix." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model-addition requests." + "reason": "NeoBERT and ModernVBERT are different model families, not one duplicated ticket." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture request and weight-sparse transformer request are not duplicates." + "reason": "MiniCPM3 architecture support and weight-sparse transformer support are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model families." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support target different model stacks." + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different additions." + "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 families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are different requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and MiMo are unrelated requests." + "reason": "ModernVBERT and XiaoMi MiMo are separate model tickets." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + "reason": "BERT-like RoPE support and Voxtral TTS support do not describe the same code change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; not a duplicate request." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially; they request different support." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE models and MiMo are distinct model-addition requests." + "reason": "RoPE-related BERT-like models and XiaoMi MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE models and an unrelated personal-name issue are clearly not duplicates." + "reason": "BERT-like RoPE support and the Mirko Privitera issue are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "MiMo and SAM3-LiteText are different model families." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo and Qwen3-TTS are unrelated model requests." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo and DeepSeek-OCR2 are different tasks and architectures." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model support requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo and Mirko Privitera are unrelated." + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related in name but are different modalities and support paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate modality-specific requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality alone is not enough." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer request are unrelated." + "reason": "TTS support and weight-sparse transformer support are not the same change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not the same change." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer request are unrelated." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and implementations." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "Audio model support and Granite SWA+sink option are different changes." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + "reason": "ASR support and sparse-transformer support are different code paths." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech tasks/models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and changes." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language-related, but they are distinct model additions." + "reason": "EUPE and TIPSv2 are separate model requests from different authors/projects." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are unrelated." + "reason": "ModernVBERT models and a personal-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and a personal-name issue are not the same underlying bug/change." } ] }, @@ -20739,40 +20776,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "bd2375fdd1f5d58c9397b5eef6eb87ea5752a2c03aed5f127c9c8d560aa1c44a", + "prepared_review_unit_hash": "7b726b2f9433e3854c8488f89678246fa05172aee5d15da730b5d4312ea0e459", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate/canonical cluster should be formed from them.", - "confidence": 0.98, - "canonical_issue_reason": "If one issue must be retained as the representative, issue #46443 is the more substantive technical item; issue #38740 is a standalone docs request and not the same underlying problem.", + "summary": "The two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is too weak to justify clustering them together.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46443 is the only substantive technical topic here and is the better cluster anchor, but it is not actually related to the docs-only `pruna` request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better representative because it describes an actual code refactor in the vision stack, whereas #38740 is a documentation suggestion unrelated to it.", + "best_issue_reason": "Issue #46443 is the stronger representative issue because it describes a concrete code refactor rather than a documentation addendum.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and different artifact types: a docs/optimization-framework request versus a vision RoPE refactor. No shared bug or change path." + "reason": "Different domains and intent: documentation request for an optimization framework vs. a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -20802,7 +20839,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "7b3dbd349489f3c57269d080e6a5964cab09ba6a1bfb276a37768100a476f6d9", + "prepared_review_unit_hash": "534a75a2a422e6cf57f456d7f4831e5640a01cdee381e1db4f40daa67fe07337", "component_budget": { "node_count": 2, "item_count": 2, @@ -20824,18 +20861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding support, the other for DeepSeek v3.2 model support.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a model-support request for DeepSeek v3.2. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue clearly serves as a canonical duplicate target for the other; they cover different subjects and there is no explicit linkage or shared technical scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the more general feature request, but this pair does not form a duplicate cluster.", + "best_issue_reason": "No single issue stands out as a best representative duplicate target because the items are unrelated and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests: decoding behavior vs model/version support; no shared code path or duplicate bug." + "reason": "Rejected: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different feature/bug areas with no evidence of the same concrete problem or change." } ] }, @@ -20865,12 +20902,12 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "9a67df7fd0c22f8692690f4579b953c2c921e0be0b24af9580b9bb0efaf1b510", + "prepared_review_unit_hash": "5a150f95445495a382858e04b800160f2105883f3582981b5efa568f2789753d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20878,7 +20915,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20887,18 +20924,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both feature requests around tiled modules, but they target different components and different changes: enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like the same underlying issue.", - "confidence": 0.92, - "canonical_issue_reason": "If one issue must represent the cluster, issue 41306 is the more concrete and self-contained request; 41826 is a separate TiledMLP feature request with a different code path.", + "summary": "These are related only at a broad \"tiled model optimization\" level, but they describe different feature requests: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about adding TiledMLP for lower memory use. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete API/configuration request and reads like a specific implementation target, so it is the better canonical representative if this cluster must have one.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better representative because it names a specific behavior change (`from_pretrained()` support for FLCE/TiledFusedLogitsLoss) and is easier to act on as a standalone task.", + "best_issue_reason": "41306 is the most actionable and narrowly scoped issue in the pair; 41826 is a separate feature request in the same general area but not the same change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested features and likely different implementation paths: one is about wiring a loss flag into `from_pretrained()`, the other is about adding TiledMLP for memory reduction. Shared \"tiled\" theme is too broad to treat as a duplicate." + "reason": "Different underlying requests: FLCE/TiledFusedLogitsLoss flag wiring in `from_pretrained()` vs integrating TiledMLP for memory footprint. Shared theme is too broad to treat as the same bug/change." } ] }, @@ -20928,12 +20965,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1653111359fb58fe930410728df55ffb325c5e84f4097ea943c196fbe4ab0e06", + "prepared_review_unit_hash": "85f527f5459dcdbff2683488ebce252359cf9191b9c018d71ad2fd2df5c38f7b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20941,7 +20978,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20950,18 +20987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior for custom trainers, the other is about FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate emerges; the issues target different Trainer code paths and different user-facing behaviors.", + "summary": "Both issues are about Trainer extensibility/custom trainers, but they describe different bugs: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They are related thematically, not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customizability problem and reads like the more central representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43598` is slightly more central to Trainer customization, but it does not subsume the FLOPS-estimation issue.", + "best_issue_reason": "Issue 43598 has the clearer umbrella framing around Trainer customization, making it the better cluster anchor despite not matching 43600\u2019s FLOPS-specific topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they address different concrete behaviors: unused-column removal vs FLOPS estimation. Not the same underlying bug or change." + "reason": "They share a Trainer/custom-trainer theme, but one concerns `remove_unused_column` and the other concerns FLOPS counting; different code paths and different fixes." } ] }, @@ -20991,7 +21028,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9c28c0066a0a5da58f9809619356ad1c6e2e807dd3bbaf0e82f8df8a5dffe823", + "prepared_review_unit_hash": "623155a749be55288307a1ea26a72fd812d0589c57653917add4f47b11f571e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21013,18 +21050,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different task heads.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate; issue 43684 is broader registration work for Qwen3-Omni, but issue 44405 is a separate sequence-classification support request for Qwen3.5.", + "summary": "These issues are about different model-support gaps: one adds Qwen3-Omni registration for generic auto classes, the other requests sequence-classification support for Qwen3.5. They are not the same bug/change and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the requests target different model families and different auto-model entry points.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative of the cluster only because it is the broader infrastructure-style request, but it should not be treated as a duplicate of 44405.", + "best_issue_reason": "Issue 43684 is the broader registration/support request, but it is still not a duplicate of 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 versus sequence-classification support for Qwen3.5. They target different configs and different AutoModel heads, so they should not be merged." + "reason": "Different underlying changes: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. Shared Qwen naming is too broad to treat as the same issue." } ] }, @@ -21061,12 +21098,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "35e831a421d3a685545be3695d441b21c72cdc5a7e81f3b90fc9157e78a3817e", + "prepared_review_unit_hash": "21d583b7b93e13406ca945310ceaef107824afb1328198194815efff510eb45d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21074,7 +21111,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4261, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21083,58 +21120,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface \" appear to be duplicates of the same report; issue #43835 ('Fett') looks unrelated. I\u2019d use the earliest huggingface issue as the canonical issue.", - "confidence": 0.78, - "canonical_issue_reason": "#43845 is the earliest of the near-identical 'huggingface ' issues and is the best representative of that duplicate set.", + "summary": "The three issues titled \"huggingface \" look like near-duplicates, but there isn\u2019t enough body/detail evidence to merge them with confidence. \"Fett\" appears unrelated.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the strongest issue to keep because it is earliest among the matching titles and there is no evidence it is different from the others.", + "best_issue_reason": "#43845 is the most representative issue in the repeated \"huggingface \" group based on identical title and earliest creation time.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context evidence of the same underlying issue." + "reason": "Different titles and no shared targets/files; too little evidence that \"Fett\" is the same underlying issue as \"huggingface \"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared details beyond generic similarity." + "reason": "Different titles and no shared targets/files; no solid indication these are the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence they describe the same problem." + "reason": "Different titles and no shared targets/files; likely unrelated." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Identical title, very close creation times, and no distinguishing details suggest duplicate reports of the same issue." + "accept": false, + "reason": "Very similar titles, but there is no body/target/file evidence to confirm they report the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Identical title and no differing content provided; likely the same underlying report." + "accept": false, + "reason": "Same repeated title, but the available evidence is too sparse to safely treat them as duplicates." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Identical title and no differing content provided; likely duplicate issues." + "accept": false, + "reason": "Same repeated title, but no concrete bug details are available to verify they are the same issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the exact same title, while #43835 has a different title and no other evidence tying it to the group. The canonical choice of the earliest huggingface issue is conservative and supported. The soft-edge verdicts also stay appropriately cautious given the limited evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21172,106 +21206,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "af9b1e7a617545a710f40652f05f9ee2fb6924fe44bb73227ba3ca38f55f1d9a", + "prepared_review_unit_hash": "d397e1beb8ef21afe03f52419d02c21dfa3cba1de99e17ba4c0033e3b1f6b2ae", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "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": "All items are low-signal and appear unrelated (spam, generic documentation suggestion, generic tip). There is no evidence they describe the same underlying bug or change, so no duplicate cluster is supported.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the set does not share a concrete problem statement, and the titles/body snippets are too generic or spam-like to represent one underlying issue.", + "summary": "These issues do not look like true duplicates; the cluster is mostly generic/spammy or placeholder titles with no bodies, and the soft similarity signal is too weak to merge them.", + "confidence": 0.34, + "canonical_issue_reason": "issue:47036 has the most concrete, non-placeholder title, so it is the safest representative of an otherwise low-signal cluster.", "canonical_pr_reason": null, - "best_issue_reason": "None of these is a good representative issue; they are unrelated low-content posts rather than duplicates of a single actionable report.", + "best_issue_reason": "issue:47036 is the most plausible legitimate report and the clearest title among mostly spam-like entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-like posts with no shared concrete bug or actionable topic." + "reason": "Both are placeholder spam titles with no substantive content; no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "No shared underlying issue is visible; both look like unrelated spam placeholders." + "reason": "Both are placeholder spam titles with no concrete bug/report details to match." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like, the other is a generic documentation suggestion; not the same issue." + "reason": "A spam placeholder and a generic documentation suggestion are not clearly the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "No concrete overlap beyond low-quality wording; the posts are about different topics." + "reason": "A spam placeholder and a distinct community-tip title do not indicate the same underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"Check out 'Google LLC'\" is unrelated to the spam placeholder title." + "reason": "A spam placeholder and a specific quoted title are unrelated based on available information." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same as a spam-like placeholder issue." + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete overlap in problem statement." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different subject matter with no shared bug or change description." + "reason": "Generic documentation suggestion vs. spam placeholder; insufficient evidence of duplication." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no evidence they refer to the same underlying report." + "reason": "Two spam placeholders with no actual issue description; similarity is only superficial." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "The titles are unrelated and do not indicate the same problem." + "reason": "A spam placeholder and a distinct community-tip title are not the same change or bug." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No concrete shared issue is present; one is spam-like, the other is a different generic post." + "reason": "A spam placeholder and a specific quoted title do not share a concrete underlying issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Unrelated titles with no shared bug, feature, or code path." + "reason": "A spam placeholder and a distinct community-tip title are not sufficiently aligned to merge." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "These are clearly different low-signal issues, not duplicates." + "reason": "A spam placeholder and a specific quoted title are unrelated on the evidence shown." } ] }, @@ -21301,7 +21335,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b6d8c871b4c5cca26702362c099b4c2e5c4a0fd4bd7ebefc85e2893fe90af19f", + "prepared_review_unit_hash": "6e972300b753460ff454ab89e6fed85630f63309f21b157e33d2b1bd134c610d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21323,28 +21357,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issues with the exact same title and very similar body length, with no distinguishing targets or filenames, so they appear to be duplicates of the same energy-reduction proposal/report.", - "confidence": 0.99, - "canonical_issue_reason": "issue #45145 is a fine canonical because it is one of two near-identical closed issues, and it appears slightly earlier and has at least one inbound reference.", + "summary": "The pair is highly similar on title and metadata, but the packet does not expose the issue bodies or any explicit cross-linking, so duplicate status is not sufficiently evidenced. #45145 is still the better canonical issue because it is slightly earlier and has the only inbound reference.", + "confidence": 0.73, + "canonical_issue_reason": "#45145 is the strongest canonical issue candidate because it was created first and has an inbound reference, which makes it the likelier hub if these are later confirmed duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45145 best represents the cluster since it is the earliest of the duplicate pair and already has inbound linkage, making it the most useful anchor.", + "best_issue_reason": "#45145 is the best standalone issue to keep as the primary record among two very similar reports, mainly due to earlier creation and existing reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same exact title, similar body size, no differing metadata or scoped targets; these look like the same underlying issue rather than separate reports." + "accept": false, + "reason": "The titles match and the metadata is close, but the packet does not show the issue bodies or explicit linkage, so I cannot safely conclude they are the same underlying report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: same exact title, close body lengths, both closed, and issue 45145 is earlier with one inbound reference. The duplicate soft-edge acceptance is conservative enough given the available similarity evidence." + "accept": false, + "feedback": "The core comparison is grounded only in identical titles, similar body lengths, and one inbound reference; the packet does not show the bodies or any explicit linking evidence. The soft-edge acceptance is too strong because it claims the issues are the same / effectively the same report without enough support. The canonical choice of #45145 is plausible, but the duplicate verdict should stay conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21421,7 +21455,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "82633d63750ac1783bff545da56b05f410bb50654d74517f6f9442ad8c5bf2ed", + "prepared_review_unit_hash": "cf9e02da59ffcb3bcca78558b36be95d2c264105b2b980998b3641b5fd835a57", "component_budget": { "node_count": 2, "item_count": 2, @@ -21443,7 +21477,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated: each is just a person\u2019s name with a different birth date, and there\u2019s no shared subject, target, or discussion evidence suggesting a duplicate.", + "summary": "The two issues are just distinct name/date strings with no shared bug report, code context, or overlap; they do not look like duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21454,7 +21488,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and different dates; no evidence they describe the same underlying issue." + "reason": "No evidence of the same underlying problem: different titles, no body, no linked targets, and no shared technical context." } ] }, @@ -21484,7 +21518,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "1ef653822c7e9f8ea0f0ceb09b06edad68184e8c9777596db438c4c2ee7d32ed", + "prepared_review_unit_hash": "c7da86adfd0bcd57642754fd0d8b441636f2b8db1df92305b5a10d8896d4d2bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21506,18 +21540,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with different personal-name-and-date titles and no body/context; they do not appear to describe the same underlying bug or request.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The two issues do not appear to describe the same underlying problem; they are just similarly structured personal-name/date titles with no body or technical context.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: neither report contains substantive content, and the titles point to different named entries rather than the same bug or task.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45764 is marginally better only because it is the earlier of the two, but it is not meaningfully more representative of a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different people and different dates, with no shared technical context, filenames, targets, or discussion linking them to the same issue." + "reason": "Titles refer to different names and dates, with no shared technical context or description indicating the same underlying issue." } ] }, @@ -21547,7 +21581,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "6f008210f6be585dd2ffcc565fb939d4b8c033ec0f4daa0e3be9cd9fcbb76d69", + "prepared_review_unit_hash": "e3dd88fd0ecfbcdb8532f48b50dd78b709e949b5139b7d42c6a0df798860f084", "component_budget": { "node_count": 2, "item_count": 2, @@ -21569,18 +21603,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated open feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. No PRs are present.", + "summary": "These are two unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not look like the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "Issue #45810 is a concrete model-class addition request with a specific target (Qwen3_5ForTokenClassification), making it the more specific and actionable issue.", + "canonical_issue_reason": "Issue #45810 is the more concrete and actionable request, tied to a specific model/class addition.", "canonical_pr_reason": null, - "best_issue_reason": "#45810 is the best standalone issue because it has a clear, narrowly scoped implementation request; #46295 is broader and more infrastructure-focused.", + "best_issue_reason": "Issue #45810 is the best representative issue because it specifies a clear code change request; #46295 is broader and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying changes: one is a model-head feature request, the other is training precision support. They do not describe the same bug or change and would not be merged into one PR." + "reason": "Different features affecting different parts of the stack: adding a Qwen3_5 token classification/value model class vs enabling FP8 training support. No shared concrete code path or mergeable single change." } ] }, @@ -21620,12 +21654,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "e7aec422868afc1a4aa5145259b74498beb009dc0063ec45752e5e170d55d9d0", + "prepared_review_unit_hash": "c19322d1bf78b3fddd30967eddda9e6e351e28af7b51e9e0dc621c742c1ac58e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21633,7 +21667,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21642,66 +21676,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is not one duplicate cluster: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-sample issue (45869). The cross-pairs only share broad finance/DataForge wording and should not be merged.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue for the whole set; the items split into two distinct duplicate groups, with 45870/45871 and 45872/45873 representing different requests.", + "summary": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated promotional/dataset content, and the cross-pairs are only loosely thematically similar, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical issue for the exact duplicate pair 45870/45871 because it is the earlier, representative copy of that request. It should not be used to absorb 45872/45873, which is a different DataForge request.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue anchor if one is needed: it is part of an exact duplicate pair, was created earlier than its twin, and has the cleanest representative title.", + "best_issue_reason": "45870 is the strongest global issue candidate only as the canonical representative of one exact duplicate pair; however, the full set is not a single duplicate cluster because 45872/45873 describe a different request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." + "reason": "Different artifacts: a dataset bundle promo versus a financial time-series example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: a dataset bundle advertisement vs a financial time-series example." + "reason": "Same as 45869/45870; unrelated dataset listing vs example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title duplicate; same underlying example request." + "reason": "Identical titles and effectively the same issue; clear duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." + "reason": "Both mention DataForge and finance, but one is an example request and the other asks for a scraping-service bundle; different underlying change/request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Only broadly related by finance/DataForge wording; one is an example request, the other is a scraping-service/feature request." + "reason": "Same mismatch as 45870/45872; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." + "reason": "Related topic only; example prediction request is distinct from scraping-service bundle request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only broadly related by finance/DataForge wording; not the same concrete request." + "reason": "Related topic only; not the same concrete issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title duplicate; same underlying DataForge scraping-service request." + "reason": "Identical titles and same request; clear duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the two exact title-duplicate pairs are correctly identified, and the cross-pair rejections stay conservative. I don\u2019t see evidence overstated beyond what the titles support." + "feedback": "The summary is grounded in the packet and stays conservative on the cross-pairs. The two accepted pairs are supported by identical titles and 1.0 similarity, while 45869 is clearly separate from the DataForge requests." }, "evaluator_used": true, "retried": false, @@ -21728,40 +21762,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "dbf4cf87ef65fb570343599fa0c2d138c80a70f8357b7d03969fbfeaf2a9c855", + "prepared_review_unit_hash": "2401d448e19af27c6c389384719d61e6d67221f72bc10ca23d5a6f009d697eae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "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 concern static-cache behavior around linear-attention models, but they describe different concrete failures: one is a shape corruption leading to a RuntimeError, the other is a Qwen3.5-specific KeyError for `linear_attention`. They look related, but not clearly the same duplicate bug from the available evidence.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root-cause class (`early_initialization` + linear-attention corruption) rather than a model-specific crash symptom.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention paths, but they describe different failure modes: one is a shape corruption leading to `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Similar subsystem, but not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue #46439 is the better canonical choice because it describes the broader root problem in static-cache early initialization affecting linear-attention layers, rather than a model-specific crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest anchor for the cluster because it describes the underlying static-cache/linear-attention bug in a generic way and is more likely to subsume related reports.", + "best_issue_reason": "#46439 is the strongest representative issue: it is more general, names the suspected mechanism, and is likely the broader bug report behind related static-cache linear-attention failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the titles indicate different failure modes and one is model-specific; not enough evidence they are the same underlying bug." + "reason": "Do not merge: both concern static cache and linear attention, but one reports shape corruption/RuntimeError while the other reports a KeyError in Qwen3.5. The symptoms and likely code paths are different enough that they should be triaged separately." } ] }, @@ -21791,7 +21825,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "a707f71fdd2f3e4997db8834086cf466c831ee5696677e93b36aa968f5f61c37", + "prepared_review_unit_hash": "27a0cd8b3bfc799ad4dbdc34cfb721fd34c8e69189113270d6cff6e2b330cf42", "component_budget": { "node_count": 2, "item_count": 2, @@ -21813,24 +21847,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-verbatim duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token leak; keep the open, referenced issue as the canonical tracker.", + "summary": "These two issues are exact duplicates: same title, same body length, and the pair evidence indicates near-identical content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token.", "confidence": 0.99, - "canonical_issue_reason": "issue #46552 is open and already has inbound references, so it is the better canonical tracker for the duplicate report.", + "canonical_issue_reason": "Choose issue #46552 as canonical because it is the open, current report with the same exact bug description as #46551.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to retain because it is open, active, and clearly the same bug as #46551.", + "best_issue_reason": "Issue #46552 is the best representative because it is open, has inbound references, and matches the same underlying tokenizer bug precisely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and apparent body, same tokenizer bug, and no distinguishing details; these are duplicates of the same underlying issue." + "reason": "Exact duplicate: identical title and effectively identical report of the same Wav2Vec2CTCTokenizer v5 special-token leak." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: the issues have identical titles, identical body lengths, the same soft-similarity signal with Jaccard 1.0, and #46552 is open with inbound references, making it a reasonable canonical tracker. The soft-edge acceptance is conservative enough given the available evidence." + "feedback": "The analysis is grounded in the packet: both issues have the same title, the same body length, and a soft-similarity score of 1.0, so treating them as duplicates is conservative and supported. The canonical choice of the open issue (#46552) is also reasonable given its inbound references and current status." }, "evaluator_used": true, "retried": false, @@ -21857,40 +21891,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "04cda6c3bc16712cac3b909a2d15e4b621ca960a13cecb0309c8172d4d8d4a90", + "prepared_review_unit_hash": "fc8e91746b564dbfe41eec1ab40bfd9603646a52b56f1d3d4e5deaae34b528e1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46657 is the broader, more representative bug report; its title describes a concrete training-time tensor mismatch and is more suitable as the cluster anchor than the separate OOM report.", + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory condition after several epochs in RT-DETR v2 training. They point to different failure modes and likely different fixes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more concrete bug report, with a specific training-time tensor mismatch error rather than a broad resource symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the better global representative because it is a direct bug report with a clear runtime error, but it should not subsume 46692 since that is a distinct memory issue.", + "best_issue_reason": "Issue #46657 is the best representative issue in this cluster because it names a precise code-path failure and is easier to triage against an actual bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Tensor-size mismatch during training and out-of-memory after epochs are different concrete problems; they do not look like the same underlying bug." + "reason": "Different underlying problems: tensor-size mismatch vs. out-of-memory during later epochs. The titles and likely root causes do not match closely enough to treat as the same bug." } ] }, @@ -21920,7 +21954,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "73ca4ddcb8d4423121727617d7b46d6473a21120be0ef083c6a8cd3687e3c01e", + "prepared_review_unit_hash": "5351e3b2fb143517b12a64693bdeda5ae42629fe177c940810c882cb152f1dbf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21942,18 +21976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated load/placement bugs: one about ZeRO-3 zero.Init failing to partition a composite multimodal language submodule and causing OOM, the other about 4-bit device_map='auto' + max_memory wrongly dispatching to CPU and raising ValueError.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46822 is the more specific and technically distinct report, with a clear model/component target (ZeRO-3 zero.Init and composite minimax_m3_vl submodule partitioning).", + "summary": "These issues describe different loading/dispatch failures in separate code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46822 is the best representative because it describes a concrete, reproducible code-path bug with a narrowly defined failure mode and subsystem.", + "best_issue_reason": "issue 46822 is the clearer standalone bug report: it names the exact failing path (ZeRO-3 zero.Init on a composite multimodal submodule) and the concrete symptom (OOM during multi-GPU load).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "They affect different mechanisms and failure modes: ZeRO-3 partitioning/OOM versus 4-bit auto device mapping incorrectly sending modules to CPU and throwing ValueError. They are not the same underlying bug." + "reason": "Different underlying bugs. 46822 is about ZeRO-3 partitioning not handling a composite language submodule and causing OOM; 46823 is about 4-bit loading with device_map='auto' and max_memory still dispatching to CPU and raising ValueError. Different mechanisms, symptoms, and fix paths." } ] }, @@ -22049,358 +22083,346 @@ "issue:47265|issue:47279", "issue:47102|issue:47279" ], - "prepared_review_unit_hash": "83f6aecd81a72feecfcaa99c81583b8b494bcf75b34282e5c56ce57e0057953c", + "prepared_review_unit_hash": "42223153710022ccc6f160e4565c9d1bf619059922bebeeb660cf8236f5dd580", "component_budget": { "node_count": 17, "item_count": 17, "soft_pair_count": 52, - "serialized_chars": 28229, - "estimated_input_tokens": 7058, - "estimated_eval_tokens": 14372 + "serialized_chars": 28223, + "estimated_input_tokens": 7056, + "estimated_eval_tokens": 14368 }, "budget": { "node_count": 17, "item_count": 17, "soft_pair_count": 52, - "serialized_chars": 28229, - "estimated_input_tokens": 7058, - "estimated_eval_tokens": 14372 + "serialized_chars": 28223, + "estimated_input_tokens": 7056, + "estimated_eval_tokens": 14368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are recurring date-stamped integration triage issues, not the same underlying bug report. The cluster looks like a series of daily reports with templated language rather than duplicates of one failure.", - "confidence": 0.94, - "canonical_issue_reason": "If one issue must represent the cluster, issue 47279 is the best anchor because it is the latest and still open, but it is still just a daily triage report rather than a unique bug.", + "summary": "This cluster is a run of date-stamped \"[serge] integration failure triage\" issues. They look like recurring triage reports, not evidence of one shared underlying bug, so the soft similarities should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47279 is the most suitable representative by recency and open state, but it does not appear to subsume the earlier reports as duplicates.", + "best_issue_reason": "issue:47279 is the best representative only because it is the latest open triage report and has the most recent references, but it should not be treated as the canonical duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template, but different dated reports; no evidence of the same underlying failure instance." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Both are daily triage posts, not the same bug report." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Date-specific integration triage entries; likely separate occurrences." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same recurring report pattern, but not a duplicate incident." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Templated daily triage issues with different dates; no shared concrete bug evidence." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "These appear to be consecutive daily triage reports, not one underlying issue." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same series, but each issue is date-stamped and stands on its own." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Recurring triage reports; no indication of a single duplicate bug." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Similar template only; the dated triage entries do not look like the same incident." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Daily integration triage reports, not a shared underlying defect." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same broad topic, but different day-specific triage items." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No concrete overlap beyond the triage template." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "These are separate dated triage reports, not duplicates." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Recurring integration-failure triage entries with no shared bug details." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same series of reports, but not the same underlying failure." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Template similarity only; the reports are date-specific." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "No evidence these describe one concrete bug instance." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Both are daily triage issues; similarity is due to the template." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same recurring report pattern, but distinct dates and likely distinct failures." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No shared concrete code-path problem is described." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Consecutive triage reports, not duplicates." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Different daily reports; no evidence of one bug." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same title family, but these look like separate daily triage entries." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "No concrete duplicate signal beyond the shared template." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Date-stamped triage posts, not the same underlying issue." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "Recurring report series; nothing indicates one fix would cover both." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same integration triage pattern, but different report dates." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "These are separate triage reports, not one bug." - }, - { - "left": "issue:47049", - "right": "issue:47102", - "accept": false, - "reason": "No evidence of identical root cause; just a shared template." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Daily triage reports with similar wording, but not duplicates." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Different dated entries in the same triage series." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "No sign these are the same failure instance." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Shared subsystem mention only; the reports are separate by date." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Recurring triage entries, not a single bug report." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Similar wording only; no concrete duplicate defect." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same family of daily triage posts, but not the same underlying issue." + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Both are dated triage reports; similarity does not establish a duplicate." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "These look like separate daily integration triage entries." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same recurring triage template, but different report dates." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "No concrete shared bug beyond the report family." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Consecutive daily reports, not one issue." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Templated daily triage posts; not enough to call them duplicates." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Different dated triage issues, likely separate incidents." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Recurring report series rather than one underlying bug." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same triage pattern, but no shared concrete failure evidence." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Daily integration triage entries with the same template, not the same bug." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "No evidence these are duplicates beyond the generic title." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Separate date-stamped triage reports." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Similar recurring reports, but not the same underlying incident." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same report series, but these are distinct dated entries." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "No concrete duplicate signal; just the same triage template." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Different daily triage reports, not a single fixable bug." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Separate daily reports in the same triage sequence." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." }, { "left": "issue:47102", "right": "issue:47279", "accept": false, - "reason": "Shared title pattern only; not the same underlying failure." + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." } ] }, @@ -22430,7 +22452,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "a04673f6f6d6f4055cec43f3757f4495c1189429650f585493fa35c7c8f049ec", + "prepared_review_unit_hash": "1e0b38aeef587b48b64e48a3d567c4d80dc28c34f92ee3ae503ff898d6451141", "component_budget": { "node_count": 2, "item_count": 2, @@ -22452,24 +22474,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are near-duplicates of the same feature request for RWKV7 support, with identical titles and very similar bodies; either could serve as the canonical issue, but the earlier one is the cleaner pick.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is the earlier-created duplicate with the same title and likely the same request, so it is the best canonical issue to keep.", + "summary": "These two closed issues appear to be duplicates of the same feature request: adding RWKV7 model support. The titles are identical and the bodies are highly similar.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is the better canonical representative because it has the same request plus some discussion activity, suggesting it served as the more active thread.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the strongest representative because it is earliest and indistinguishable in title/topic from #46984.", + "best_issue_reason": "Issue #46984 is the best issue to keep as the primary cluster item because it appears to have attracted more follow-up discussion while describing the same request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar body content indicate the same underlying feature request for RWKV7 model support." + "reason": "Same title and very high textual similarity; both request RWKV7 model support, so they are duplicates of the same underlying feature request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the same title, are closed, and the pair shows strong soft similarity (Jaccard ~0.84). Picking the earlier issue as canonical is a conservative choice. The wording stays appropriately cautious overall." + "feedback": "The summary and verdicts are grounded in the packet: both issues have the same title, very high textual similarity, and no contrary linkage evidence. The canonical choice of #46984 is also supported by its higher discussion activity. The language is appropriately cautious overall." }, "evaluator_used": true, "retried": false, @@ -22496,7 +22518,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "a0b82889406d48f0a6c559e9be141b3a54216d33163719b8ca58e02ae1cf48a1", + "prepared_review_unit_hash": "52faee22ba0b8abf9976cf25f8101fb7443c9e0e2286201a093bea2484eb04cc", "component_budget": { "node_count": 2, "item_count": 2, @@ -22518,18 +22540,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issue-style posts about AI/LLM-based vulnerability discovery, but they describe different writeups/themes rather than the same concrete bug or change. They are related in topic, not duplicates in the strict triage sense.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #47015 is the more direct and general representative of the shared topic: an AI-automated cybersecurity vulnerability discovery system.", + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, feature, or code change. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: both are conceptual, article-like topics rather than a concrete actionable report; 47015 is only marginally broader.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #47015 best represents the cluster because its title is the clearest high-level description of the common subject matter.", + "best_issue_reason": "47015 is the slightly better representative because it is broader and less tied to a specific framing, but neither issue is a strong duplicate-canonical candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They overlap on broad AI vulnerability-discovery themes, but the titles indicate different articles/angles and there is no shared concrete bug, code path, or target to treat them as the same underlying item." + "reason": "They are only topically similar; the titles describe different conceptual writeups about AI-based vulnerability discovery, not the same underlying bug or change." } ] }, @@ -22559,7 +22581,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "843d4aac7f1e315aedf01aa7be33039ebb506425cac0d4f88ed4e6791321172e", + "prepared_review_unit_hash": "8081ba7381b4d737ab7d348371127c6f7385762e021845fac99e69fdd27dfc7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22581,24 +22603,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues look near-identical: they share the same title and body length, and the soft similarity score is maximal, but the evidence stops short of proving an exact duplicate. Issue 47138 is the best canonical choice because it is the earlier report.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 47138 is the earliest near-identical report and is a reasonable canonical tracker for this bug.", + "summary": "#47138 and #47139 are very likely duplicates of the same issue: they have identical titles, matching body lengths, and strong soft-similarity evidence. #47139 is the better canonical/best issue because it already has inbound references, but the evidence shown does not prove they are exact duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "#47139 is the stronger canonical issue because it appears to describe the same bug as #47138 and already has inbound references, making it the better consolidation target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47138 is the best issue candidate because it appears to describe the same underlying bug as 47139 and was opened first.", + "best_issue_reason": "#47139 is the best issue to keep as the representative duplicate target since it has inbound references and is very likely the same report as #47138.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Accept as a near-duplicate: the titles match exactly, body length matches, and the similarity signal is maximal. The evidence does not justify calling it an exact duplicate, especially since the body text is not visible and 47139 has different inbound references." + "reason": "Identical titles plus strong soft-similarity evidence make these very likely the same underlying issue, even though the full bodies are not shown." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports a strong similarity match, but not an exact-duplicate claim. We only know the titles match, the body lengths match, and the pair has soft similarity/Jaccard 1.0; the actual body text is not shown, and 47139 has differing inbound references. Please soften the verdicts to reflect 'near-identical' rather than 'exact duplicate' and avoid stating more certainty than the evidence provides." + "feedback": "The packet supports these issues as strong near-duplicates: identical titles, identical body length, and soft similarity evidence. However, it does not prove they are exact duplicates or that their full contents are identical, since the body text is not shown. The canonical choice of #47139 is grounded by its inbound references, but the summary should stay conservative and say \"likely duplicate\" rather than \"exact duplicate.\"" }, "evaluator_used": true, "retried": true, @@ -22609,7 +22631,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -22617,431 +22639,343 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-88", + "cluster_id": "cluster-40546-68", "nodes": [ - "pull_request:46174", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", "pull_request:46266", "pull_request:46376", - "pull_request:46780", - "pull_request:46834", + "pull_request:46395", + "pull_request:46836", "pull_request:46903", + "pull_request:46912", "pull_request:46954", "pull_request:46957", "pull_request:46958", "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", "pull_request:47072", "pull_request:47077", "pull_request:47078", + "pull_request:47082", "pull_request:47089", "pull_request:47090", + "pull_request:47093", "pull_request:47105", "pull_request:47108", - "pull_request:47113", - "pull_request:47122", - "pull_request:47123", - "pull_request:47124", "pull_request:47129", - "pull_request:47150", + "pull_request:47163", "pull_request:47166", "pull_request:47173", + "pull_request:47179", + "pull_request:47181", "pull_request:47184", "pull_request:47202", "pull_request:47204", + "pull_request:47210", "pull_request:47212", + "pull_request:47216", "pull_request:47218", - "pull_request:47223", - "pull_request:47224", - "pull_request:47229", - "pull_request:47232", - "pull_request:47234", "pull_request:47241", "pull_request:47243", + "pull_request:47253", "pull_request:47260", "pull_request:47263", - "pull_request:47266", - "pull_request:47280", - "pull_request:47281", - "pull_request:47282", + "pull_request:47268", + "pull_request:47275", "pull_request:47284", - "pull_request:47285", - "pull_request:47286", - "pull_request:47287", - "pull_request:47288" + "pull_request:47292" ], "soft_pairs": [ - "pull_request:46174|pull_request:46780", - "pull_request:46780|pull_request:47234", - "pull_request:46174|pull_request:47234", - "pull_request:46834|pull_request:47223", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", - "pull_request:47124|pull_request:47150", - "pull_request:47150|pull_request:47282", - "pull_request:47124|pull_request:47282", - "pull_request:47280|pull_request:47282", - "pull_request:47281|pull_request:47282", - "pull_request:47123|pull_request:47281", - "pull_request:47266|pull_request:47282", - "pull_request:47122|pull_request:47280", - "pull_request:47150|pull_request:47281", - "pull_request:47122|pull_request:47150", - "pull_request:47122|pull_request:47224", - "pull_request:47123|pull_request:47124", - "pull_request:47124|pull_request:47281", - "pull_request:47124|pull_request:47266", - "pull_request:47150|pull_request:47224", "pull_request:47218|pull_request:47260", "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", "pull_request:46954|pull_request:46958", - "pull_request:47286|pull_request:47287", - "pull_request:47285|pull_request:47286", - "pull_request:47286|pull_request:47288", - "pull_request:47285|pull_request:47287", - "pull_request:47287|pull_request:47288", - "pull_request:47285|pull_request:47288", + "pull_request:47173|pull_request:47284", "pull_request:47202|pull_request:47204", "pull_request:47072|pull_request:47089", + "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", "pull_request:47072|pull_request:47263", - "pull_request:47077|pull_request:47078", "pull_request:47204|pull_request:47243", - "pull_request:47224|pull_request:47284", - "pull_request:47072|pull_request:47229", - "pull_request:47234|pull_request:47241", + "pull_request:47077|pull_request:47078", "pull_request:47105|pull_request:47129", - "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", "pull_request:47173|pull_request:47184", - "pull_request:47113|pull_request:47232", - "pull_request:47173|pull_request:47284", "pull_request:47166|pull_request:47173", - "pull_request:47204|pull_request:47284", "pull_request:46376|pull_request:47202", - "pull_request:47260|pull_request:47284", - "pull_request:47202|pull_request:47241" + "pull_request:47202|pull_request:47241", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47253", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:47069|pull_request:47089", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46376|pull_request:47260", + "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", + "pull_request:46196|pull_request:46995" ], - "prepared_review_unit_hash": "51b33029d0243dabedefc34b766fa0cd657b4302a6e8e20c4bba705cfe658e03", + "prepared_review_unit_hash": "77810dbec8738f29dc4dddf834b4adeb79b7afaa36352c0952baa368ae298c86", "component_budget": { - "node_count": 88, - "item_count": 88, - "soft_pair_count": 237, - "serialized_chars": 298534, - "estimated_input_tokens": 74634, - "estimated_eval_tokens": 149524 + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 50, - "serialized_chars": 120582, - "estimated_input_tokens": 30146, - "estimated_eval_tokens": 60548 + "soft_pair_count": 40, + "serialized_chars": 128206, + "estimated_input_tokens": 32052, + "estimated_eval_tokens": 64360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not one cohesive duplicate cluster; it breaks into several small, mostly unrelated chains: MPS sinusoidal-embedding fixes, CohereASR loss-shift fixes, Whisper/Edgetam integration fixes, TimesFM2.5 window-size fixes, image-loading test refactors, and a few unrelated one-off PRs. A single canonical issue/PR does not cleanly fit the whole set.", + "summary": "Mostly unrelated pull requests were grouped together; the only clear duplicate-like overlap is the CohereASR training-loss double-shift fixes. Everything else spans distinct models, docs, tests, or infrastructure changes.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest canonical representative for the duplicate CohereASR loss bug: it is narrowly scoped, directly describes the double-shift fix, and has an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47090 is the best overall representative in this set because it is a focused, concrete bug fix with a clear code path and minimal unrelated scope.", "soft_edge_verdicts": [ { - "left": "pull_request:46174", - "right": "pull_request:46780", + "left": "pull_request:46903", + "right": "pull_request:47090", "accept": true, - "reason": "Same MPS float64 sinusoidal-embedding crash fix in the same helper; only the cast strategy differs." + "reason": "Same underlying CohereASR training-loss double-shift bug in the same code path; the implementations differ slightly but are plausibly mergeable into one fix." }, { - "left": "pull_request:46780", - "right": "pull_request:47234", + "left": "pull_request:46903", + "right": "pull_request:46958", "accept": true, - "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding across the same code path." + "reason": "Both fix the CohereASR double-shift loss problem in the same model code path; they are alternative implementations of the same bug fix." }, { - "left": "pull_request:46174", - "right": "pull_request:47234", - "accept": true, - "reason": "Same underlying MPS sinusoidal-embedding bug; these are alternate implementations of the same fix." + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": false, + "reason": "Both touch test image loading, but they use different helpers and target different fixture-loading refactors rather than the same concrete change." }, { - "left": "pull_request:46834", - "right": "pull_request:47223", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Both mention TimesFM2.5 window_size, but they fix different code paths: wrong method call vs config placeholder attrs." + "reason": "CohereASR loss fix and MusicGen generate typo are unrelated code-path bugs." }, { - "left": "pull_request:46903", - "right": "pull_request:47090", - "accept": true, - "reason": "Both adjust the same CohereASR/ForCausalLMLoss double-shift loss path; implementation details differ, but the bug is the same." + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different failing test fixes for different models; no shared bug or code change." }, { - "left": "pull_request:46903", + "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Same symptom, but 46958 replaces the shared loss helper with a direct CrossEntropyLoss path; not the same concrete fix." + "reason": "Pytest-v9 fp32-module handling is unrelated to CohereASR loss computation." }, { - "left": "pull_request:47124", - "right": "pull_request:47150", + "left": "pull_request:47173", + "right": "pull_request:47284", "accept": false, - "reason": "Unrelated models and failures: Falcon-Mamba output mismatch vs Whisper generation bug." + "reason": "Both are XPU/test stability work, but they fix different model tests and different failures." }, { - "left": "pull_request:47150", - "right": "pull_request:47282", + "left": "pull_request:47202", + "right": "pull_request:47204", "accept": false, - "reason": "Whisper generation-length bug and Mamba2 OOM test adjustment are unrelated." + "reason": "One removes a CI docker builder, the other adds exporter dependencies to a dockerfile; related area, but not the same change." }, { - "left": "pull_request:47124", - "right": "pull_request:47282", + "left": "pull_request:47072", + "right": "pull_request:47089", "accept": false, - "reason": "Different models, different failure modes, no shared code path." + "reason": "Chat-template enum parsing and AqlmConfig error-message cleanup are unrelated fixes." }, { - "left": "pull_request:47280", - "right": "pull_request:47282", + "left": "pull_request:47284", + "right": "pull_request:47292", "accept": false, - "reason": "MiniMax-M3-VL load_error and Mamba2 OOM are distinct integration-test fixes." + "reason": "Different model test updates for different XPU failures; not the same underlying bug." }, { - "left": "pull_request:47281", - "right": "pull_request:47282", + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "GLM4V dtype cast fix and Mamba2 OOM test tweak are unrelated." + "reason": "Documentation comment tweaks vs CI docker workflow removal are unrelated." }, { - "left": "pull_request:47123", - "right": "pull_request:47281", + "left": "pull_request:47072", + "right": "pull_request:47263", "accept": false, - "reason": "MiniMax-M3-VL offload-folder fix and GLM4V input dtype fix are unrelated." + "reason": "A chat-template schema bug and an auto-register regression test are unrelated." }, { - "left": "pull_request:47122", - "right": "pull_request:47280", - "accept": false, - "reason": "Edgetam original_sizes handling and MiniMax-M3-VL load_error are unrelated." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47281", - "accept": false, - "reason": "Whisper max_length fix and GLM4V input dtype fix are unrelated." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "Different models and code paths: Edgetam kwargs cleanup vs Whisper generation length update." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": true, - "reason": "47224 includes the same Edgetam original_sizes removal from kwargs; same crash fix." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47124", - "accept": false, - "reason": "MiniMax-M3-VL load_error and Falcon-Mamba output mismatch are unrelated." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47281", - "accept": false, - "reason": "Falcon-Mamba output mismatch and GLM4V input dtype fix are unrelated." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Falcon-Mamba output mismatch and DeepSeek-V3.2 load_error are unrelated." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47224", - "accept": true, - "reason": "47224 contains the same Whisper max_length assignment fix; same generation bug." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47260", - "accept": true, - "reason": "Both standardize image loading to load_test_image for the same COCO fixture-based tests." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR loss-shift bug and Musicgen generate typo are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "Pytest-v9 fp32-module change and CohereASR double-shift are unrelated." - }, - { - "left": "pull_request:47286", - "right": "pull_request:47287", - "accept": false, - "reason": "Beam-search fill-value bug and trainer empty-loss metrics bug are unrelated." - }, - { - "left": "pull_request:47285", - "right": "pull_request:47286", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Polynomial-decay zero-division and beam-search pad/eos precedence are unrelated." + "reason": "Both mention exporters, but one adds deps and the other fixes exporter mechanics; distinct code changes." }, { - "left": "pull_request:47286", - "right": "pull_request:47288", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "Beam-search fill-value bug and config token propagation bug are unrelated." + "reason": "Both edit Japanese docs, but one adds DistilBERT translation pages while the other is wording cleanup; not the same change." }, { - "left": "pull_request:47285", - "right": "pull_request:47287", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "Polynomial-decay scheduler fix and trainer loss aggregation fix are unrelated." + "reason": "VITS test re-enable and RT-DETR converter fix are unrelated." }, { - "left": "pull_request:47287", - "right": "pull_request:47288", + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "Trainer empty-loss handling and config token propagation are unrelated." + "reason": "Japanese docs translation and KV-cache docs updates are unrelated documentation changes." }, { - "left": "pull_request:47285", - "right": "pull_request:47288", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Scheduler zero-division fix and config token propagation are unrelated." + "reason": "Different model-family changes: DINO conversion modernization vs finegrained FP8 decode optimization." }, { - "left": "pull_request:47202", - "right": "pull_request:47204", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Both touch torch-light docker, but one deletes the builder and the other adds exporter deps; different changes." + "reason": "Different test adjustments for different models and accelerator coverage; not the same bug." }, { - "left": "pull_request:47072", - "right": "pull_request:47089", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Chat-template schema enum parsing and AqlmConfig type-error messages are unrelated." + "reason": "Quantization test expectation updates and XPU test expectation changes are separate test maintenance items." }, { - "left": "pull_request:47108", + "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup and docker-image builder deletion are unrelated." + "reason": "Continuous batching multimodal support and CI docker image cleanup are unrelated." }, { - "left": "pull_request:47072", - "right": "pull_request:47263", + "left": "pull_request:47202", + "right": "pull_request:47241", "accept": false, - "reason": "Non-string enum parsing crash and register() string-key regression test are unrelated." + "reason": "CI docker removal and DETR-family compile fix are unrelated." }, { "left": "pull_request:47077", - "right": "pull_request:47078", - "accept": true, - "reason": "Both are Japanese docs updates with the same DistilBERT TOC/doc additions and wording edits." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47243", + "right": "pull_request:47275", "accept": false, - "reason": "Exporter dependencies in torch-light and ExecuTorch exporter code fixes are different problems." + "reason": "Japanese documentation translation and a new model implementation are unrelated." }, { - "left": "pull_request:47224", - "right": "pull_request:47284", + "left": "pull_request:44517", + "right": "pull_request:47082", "accept": false, - "reason": "Whisper/Edgetam integration fixes and Mimo V2 Flash test fixes are unrelated." + "reason": "Qwen3-TTS support and RoMa keypoint matcher support are different model additions." }, { - "left": "pull_request:47072", - "right": "pull_request:47229", + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "Chat-template enum parsing and TimesFM2.5 method-name fix are unrelated." + "reason": "Distributed-training docs and EfficientViT-SAM model support are unrelated." }, { - "left": "pull_request:47234", - "right": "pull_request:47241", + "left": "pull_request:46990", + "right": "pull_request:47253", "accept": false, - "reason": "Both involve sine embeddings, but one is MPS float64 casting and the other is torch.compile cumsum dtype handling; different bugs." + "reason": "FSDP orchestration and tensor-parallel LM-head handling are separate distributed-system changes." }, { - "left": "pull_request:47105", - "right": "pull_request:47129", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "VITS forward-test re-enable and RT-DETRv2 converter cleanup are unrelated." + "reason": "Compressed-tensors fp8 work and EfficientViT-SAM model support are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "DINOv2 conversion mappings and finegrained FP8 decode optimization are unrelated." + "reason": "Both touch attention internals, but one adds SDPA dispatch and the other routes packed rows through varlen attention; distinct features." }, { - "left": "pull_request:47077", - "right": "pull_request:47212", + "left": "pull_request:46376", + "right": "pull_request:47260", "accept": false, - "reason": "Japanese docs translation and kv-cache documentation update are unrelated." + "reason": "Continuous batching multimodal support and image-loading test refactors are unrelated." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "XPU expectation updates and multi-accelerator test rename are related only at a superficial testing level, not the same bug/change." + "reason": "Unlimited OCR model addition and EfficientViT-SAM model addition are different model support PRs." }, { - "left": "pull_request:47113", - "right": "pull_request:47232", + "left": "pull_request:47163", + "right": "pull_request:47284", "accept": false, - "reason": "Audio feature/proc requirement fixes and SwitchTransformers error-message cleanup are unrelated." + "reason": "Paged-attention XPU tests and MIMO v2 flash fixes are unrelated." }, { - "left": "pull_request:47173", + "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "XPU expectation changes and Mimo V2 Flash test fixes are unrelated." + "reason": "RoPE test expansion and MIMO v2 flash test fixes are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "Quantization test extensions and XPU expectation fixes are unrelated." + "reason": "Param2MoE and Cosmos3 Edge are different model additions with no shared concrete bug or change." }, { - "left": "pull_request:47204", - "right": "pull_request:47284", + "left": "pull_request:47093", + "right": "pull_request:47275", "accept": false, - "reason": "Exporter-test dependency changes and Mimo V2 Flash test fixes are unrelated." + "reason": "OpenPangu-V2 model support and EfficientViT-SAM support are unrelated model additions." }, { - "left": "pull_request:47260", - "right": "pull_request:47284", + "left": "pull_request:47069", + "right": "pull_request:47089", "accept": false, - "reason": "Image-loading refactor and Mimo V2 Flash test fixes are unrelated." + "reason": "`num_labels` typing fix and AqlmConfig validation-message fix are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal support and docker-image builder deletion are unrelated." + "reason": "MLU flash-linear-attention availability and XPU paged-attention tests are unrelated." }, { - "left": "pull_request:47202", - "right": "pull_request:47241", + "left": "pull_request:46196", + "right": "pull_request:46995", "accept": false, - "reason": "Docker builder deletion and DETR-family sine-embedding compile fix are unrelated." + "reason": "SDPA dispatch support and flash-linear-attention availability are different attention-related changes." } ] }, @@ -23055,7 +22989,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -23063,497 +22997,440 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-88", + "cluster_id": "cluster-40546-68", "nodes": [ + "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:46196", "pull_request:46266", "pull_request:46267", "pull_request:46376", - "pull_request:46395", - "pull_request:46509", "pull_request:46836", "pull_request:46912", "pull_request:46957", "pull_request:46990", "pull_request:46995", - "pull_request:47003", + "pull_request:47034", "pull_request:47069", "pull_request:47077", "pull_request:47078", "pull_request:47082", "pull_request:47089", "pull_request:47093", + "pull_request:47105", "pull_request:47108", "pull_request:47113", "pull_request:47143", "pull_request:47163", "pull_request:47166", - "pull_request:47173", "pull_request:47175", + "pull_request:47178", "pull_request:47179", "pull_request:47181", "pull_request:47184", - "pull_request:47202", + "pull_request:47198", "pull_request:47204", - "pull_request:47207", "pull_request:47210", "pull_request:47216", "pull_request:47218", - "pull_request:47229", - "pull_request:47231", - "pull_request:47239", "pull_request:47243", "pull_request:47253", "pull_request:47255", "pull_request:47260", "pull_request:47263", + "pull_request:47264", "pull_request:47275", "pull_request:47283", - "pull_request:47284", - "pull_request:47287" + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295" ], "soft_pairs": [ - "pull_request:47077|pull_request:47275", - "pull_request:44517|pull_request:47082", - "pull_request:44775|pull_request:47275", - "pull_request:46990|pull_request:47253", - "pull_request:47184|pull_request:47284", - "pull_request:47216|pull_request:47275", - "pull_request:46196|pull_request:47202", - "pull_request:46912|pull_request:47179", - "pull_request:46395|pull_request:47181", - "pull_request:47003|pull_request:47204", - "pull_request:46196|pull_request:47210", - "pull_request:47093|pull_request:47275", - "pull_request:47069|pull_request:47089", - "pull_request:46995|pull_request:47163", - "pull_request:47163|pull_request:47173", - "pull_request:46376|pull_request:47260", - "pull_request:46836|pull_request:47275", - "pull_request:46196|pull_request:46995", - "pull_request:47239|pull_request:47255", + "pull_request:47204|pull_request:47295", "pull_request:47089|pull_request:47113", - "pull_request:47078|pull_request:47239", - "pull_request:47089|pull_request:47231", "pull_request:47093|pull_request:47255", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", "pull_request:46995|pull_request:47181", - "pull_request:47089|pull_request:47229", + "pull_request:47260|pull_request:47292", "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", - "pull_request:46912|pull_request:47173", + "pull_request:47166|pull_request:47292", "pull_request:44517|pull_request:46376", - "pull_request:47207|pull_request:47218", "pull_request:44775|pull_request:47181", - "pull_request:46509|pull_request:46995", + "pull_request:46995|pull_request:47143", "pull_request:47093|pull_request:47143", - "pull_request:47204|pull_request:47207", "pull_request:47069|pull_request:47283", - "pull_request:47069|pull_request:47287", "pull_request:47093|pull_request:47163", - "pull_request:47082|pull_request:47108", + "pull_request:46376|pull_request:47291", "pull_request:46266|pull_request:47216", - "pull_request:46196|pull_request:47179", - "pull_request:47179|pull_request:47210", + "pull_request:47082|pull_request:47108", "pull_request:47184|pull_request:47260", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", "pull_request:47078|pull_request:47275", - "pull_request:47077|pull_request:47210", "pull_request:46990|pull_request:47181", + "pull_request:47077|pull_request:47210", "pull_request:46912|pull_request:46990", "pull_request:47082|pull_request:47283", - "pull_request:47231|pull_request:47255", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", - "pull_request:47163|pull_request:47179", - "pull_request:47166|pull_request:47260", "pull_request:47082|pull_request:47210", - "pull_request:47239|pull_request:47275", + "pull_request:47166|pull_request:47260", "pull_request:47113|pull_request:47283", - "pull_request:47229|pull_request:47231", + "pull_request:47163|pull_request:47179", "pull_request:47175|pull_request:47263", - "pull_request:46990|pull_request:47284", + "pull_request:47089|pull_request:47283", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", "pull_request:46957|pull_request:47216", - "pull_request:47082|pull_request:47275", + "pull_request:47082|pull_request:47181", "pull_request:47108|pull_request:47216", - "pull_request:47077|pull_request:47239", - "pull_request:47239|pull_request:47243", - "pull_request:44775|pull_request:46376" + "pull_request:44775|pull_request:46376", + "pull_request:46836|pull_request:47178", + "pull_request:43451|pull_request:46990", + "pull_request:46912|pull_request:47078", + "pull_request:47108|pull_request:47204", + "pull_request:46376|pull_request:46990", + "pull_request:47113|pull_request:47204", + "pull_request:47166|pull_request:47218", + "pull_request:47163|pull_request:47218", + "pull_request:46266|pull_request:46376", + "pull_request:47243|pull_request:47253", + "pull_request:46266|pull_request:47034", + "pull_request:46912|pull_request:47294", + "pull_request:47175|pull_request:47294", + "pull_request:47108|pull_request:47275", + "pull_request:47198|pull_request:47253", + "pull_request:46196|pull_request:46376", + "pull_request:47034|pull_request:47253", + "pull_request:47181|pull_request:47263", + "pull_request:47253|pull_request:47294", + "pull_request:44517|pull_request:47264", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:47069|pull_request:47113", + "pull_request:47078|pull_request:47243", + "pull_request:47069|pull_request:47082", + "pull_request:43451|pull_request:46266", + "pull_request:47089|pull_request:47255", + "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47263", + "pull_request:46912|pull_request:47291", + "pull_request:47105|pull_request:47255" ], - "prepared_review_unit_hash": "81bee010efecc5dd55eb2ccaf671e0f831123e7ef41ea0fef8995a80c935ee6e", + "prepared_review_unit_hash": "d23ae67ee42bb734047a2e223e7cf85f5f60383ba2526aa3a8eba74f4d584449", "component_budget": { - "node_count": 88, - "item_count": 88, - "soft_pair_count": 237, - "serialized_chars": 298534, - "estimated_input_tokens": 74634, - "estimated_eval_tokens": 149524 + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 68, - "serialized_chars": 137655, - "estimated_input_tokens": 34414, - "estimated_eval_tokens": 69084 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 72, + "serialized_chars": 135634, + "estimated_input_tokens": 33909, + "estimated_eval_tokens": 68074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: new model additions, documentation updates, test refactors, and small bug fixes across unrelated subsystems. None of the soft edges looks like the same underlying change, so I would not merge any of them as duplicates.", - "confidence": 0.98, + "summary": "This cluster is a grab-bag of unrelated PRs: new model integrations, docs-only changes, test updates, exporter/runtime fixes, and infra tweaks. I don\u2019t see any pair that clearly fixes the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster does not share one underlying bug or feature; the items are mostly unrelated docs/model/test changes and small fixes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No strong global best PR. Picking one would be arbitrary because there is no single shared change spanning the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:47077", - "right": "pull_request:47275", + "left": "pull_request:47204", + "right": "pull_request:47295", "accept": false, - "reason": "Different docs updates for different models/languages; not the same change." + "reason": "Executorch/ONNX exporter setup and DiffusionGemma mask casting are unrelated code paths." }, { - "left": "pull_request:44517", - "right": "pull_request:47082", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "Both add model support, but for different models and code paths." + "reason": "AqlmConfig error-message cleanup and audio feature/proc requirement fixes are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47275", + "left": "pull_request:47093", + "right": "pull_request:47255", "accept": false, - "reason": "Unrelated documentation sections; one is distributed training docs, the other is a new model." + "reason": "New OpenPangu-V2 model support is unrelated to a Gemma4 docstring example update." }, { - "left": "pull_request:46990", - "right": "pull_request:47253", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "Both touch tensor parallelism, but one is FSDP orchestration and the other is lm_head tp_plan validation." + "reason": "Distributed-training docs reshuffle and Japanese DistilBERT docs are unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47284", + "left": "pull_request:46376", + "right": "pull_request:46995", "accept": false, - "reason": "Different test updates for different models and execution constraints." + "reason": "Continuous batching multimodal support and MLU flash-linear-attention availability are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:46995", + "right": "pull_request:47181", "accept": false, - "reason": "Compressed-tensors quantization work is unrelated to EfficientViTSAM model support." + "reason": "Flash-linear-attention MLU support and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47260", + "right": "pull_request:47292", "accept": false, - "reason": "SDPA dispatch work is unrelated to docker image cleanup." + "reason": "COCO fixture loading refactor and tipsv2_dpt XPU test data are unrelated test changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:46267", + "right": "pull_request:47181", "accept": false, - "reason": "RoPE test expansion and Granite model support are unrelated." + "reason": "Serve chat parsing changes do not match Cosmos3 Edge model support." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Different new model families; overlap only in auto registration/docs." + "reason": "OpenPangu-V2 model support and NeuCodec support are different model additions." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Exporter docs/support changes are unrelated to docker image contents." + "reason": "Quantization test extensions and tipsv2_dpt XPU test updates are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "Both involve attention internals, but one is model-specific SDPA dispatch and the other is packed-row varlen routing." + "reason": "Qwen3-TTS model support and continuous batching multimodal support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47275", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "Two separate model additions; no shared underlying bug or implementation." + "reason": "Distributed docs changes and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:46995", + "right": "pull_request:47143", "accept": false, - "reason": "Distinct configuration/type fixes in different places." + "reason": "MLU flash-linear-attention availability and NeuCodec model support are unrelated." }, { - "left": "pull_request:46995", + "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "MLU flash-linear-attention availability and paged-attention XPU tests are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47173", - "accept": false, - "reason": "Different test suites and different failure modes." + "reason": "OpenPangu-V2 model support and XPU paged-attention tests are unrelated." }, { "left": "pull_request:46376", - "right": "pull_request:47260", - "accept": false, - "reason": "Continuous batching multimodal support is unrelated to test image loading standardization." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Unlimited OCR model support is unrelated to EfficientViTSAM." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Different attention backends and availability checks; not the same fix." - }, - { - "left": "pull_request:47239", - "right": "pull_request:47255", - "accept": false, - "reason": "Tokenizer docs clarification and Gemma docstring example update are unrelated." - }, - { - "left": "pull_request:47089", - "right": "pull_request:47113", - "accept": false, - "reason": "Quantization config error-message wording and audio requirement fixes do not match." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47239", + "right": "pull_request:47291", "accept": false, - "reason": "Japanese docs wording update and tokenizer docs clarification are separate documentation edits." + "reason": "Continuous batching multimodal support and CB config deprecation are related only broadly, not the same fix." }, { - "left": "pull_request:47089", - "right": "pull_request:47231", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "AqlmConfig messages and MoonshineStreaming sliding-window fix are unrelated." + "reason": "DINO conversion/modernization work and compressed-tensors fp8 are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47255", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "OpenPangu-V2 model support is unrelated to a Gemma docstring example fix." + "reason": "RoMa model support and doc-builder comment cleanup are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:47184", + "right": "pull_request:47260", "accept": false, - "reason": "Different doc trees and different subject matter." + "reason": "Multi-accelerator test marker changes and image-loading refactor are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:46995", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Continuous batching multimodal work and flash-linear-attention availability are unrelated." + "reason": "Granite-SWA model support and packed SDPA varlen attention are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Backend availability helper and Cosmos3 Edge model support are unrelated." + "reason": "SDPA dispatch support for wav2vec2-family models and Granite-SWA support are unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47229", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Quantization config error messages and TimesFM preprocessing method rename are unrelated." + "reason": "Japanese docs wording edits and EfficientVit-SAM model support are unrelated." }, { - "left": "pull_request:46267", + "left": "pull_request:46990", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing and Cosmos3 Edge model support affect different code paths." + "reason": "FSDP orchestration/loading-saving work and Cosmos3 Edge support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:47077", + "right": "pull_request:47283", "accept": false, - "reason": "Both are model additions, but they are distinct models and implementations." + "reason": "Japanese DistilBERT docs and stdout style check fix are unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47173", + "right": "pull_request:46990", "accept": false, - "reason": "RoPE testing adjustments and XPU expectation fixes are different test maintenance changes." + "reason": "RoPE testing changes and FSDP orchestration changes are different infra work, not one bug." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:47082", + "right": "pull_request:47283", "accept": false, - "reason": "New Qwen3-TTS model support and multimodal continuous batching are unrelated." + "reason": "RoMa model support and interactive-stdout handling are unrelated." }, { - "left": "pull_request:47207", - "right": "pull_request:47218", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Swin2SR padding bugfix and image-loading refactor are separate changes." + "reason": "Olmo3 CI test updates and Granite-SWA model support are unrelated." }, { "left": "pull_request:44775", - "right": "pull_request:47181", - "accept": false, - "reason": "Distributed training docs and Cosmos3 Edge model support are unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:46995", + "right": "pull_request:46836", "accept": false, - "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated." + "reason": "Distributed docs edits and Unlimited OCR model support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Different model additions with no shared implementation bug." + "reason": "RoMa model support and SDPA varlen routing are unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47207", + "left": "pull_request:47166", + "right": "pull_request:47260", "accept": false, - "reason": "Docker dependency changes and Swin2SR padding bugfix are unrelated." + "reason": "Quantization test expansion and COCO fixture loading refactor are unrelated." }, { - "left": "pull_request:47069", + "left": "pull_request:47113", "right": "pull_request:47283", "accept": false, - "reason": "`num_labels` typing fix and stdout interactivity check are unrelated utility changes." + "reason": "Audio requirement fixes and stdout interactivity check are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47287", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Different small utility fixes with no shared code path." + "reason": "Paged-attention XPU tests and Granite-SWA model support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47175", + "right": "pull_request:47263", "accept": false, - "reason": "OpenPangu-V2 model support and paged-attention XPU tests are unrelated." + "reason": "Olmo3 CI expectations and auto.register string-key regression coverage are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47239", + "left": "pull_request:47089", + "right": "pull_request:47283", "accept": false, - "reason": "RoMa model support and tokenizer docs wording are unrelated." + "reason": "AqlmConfig message cleanup and stdout style guarding are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "Dino conversion mapping work and compressed-tensors quantization are different features." + "reason": "Continuous batching support and image-loading helper refactor are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47179", + "left": "pull_request:46836", + "right": "pull_request:47178", "accept": false, - "reason": "SDPA dispatch support and Granite-swa model support are unrelated." + "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." }, { - "left": "pull_request:47179", - "right": "pull_request:47210", + "left": "pull_request:43451", + "right": "pull_request:46990", "accept": false, - "reason": "Granite model support and packed-row varlen attention are unrelated." + "reason": "Molmo2 model addition and FSDP orchestration are unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47260", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Qwen3Next test-device support and COCO fixture loading standardization are unrelated." + "reason": "RoPE tests and Japanese wording changes are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Japanese wording changes and EfficientViTSAM model support are unrelated." + "reason": "num_labels None typing and audio requirements fixes are unrelated." }, { - "left": "pull_request:46990", - "right": "pull_request:47181", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "FSDP orchestration/loading-savings and Cosmos3 Edge model support are unrelated." + "reason": "Japanese docs wording and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:46990", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "RoPE test updates and FSDP orchestration changes are unrelated." + "reason": "Doc-builder comment cleanup and compressed-tensors fp8 are unrelated." }, { - "left": "pull_request:47082", + "left": "pull_request:47113", "right": "pull_request:47283", "accept": false, - "reason": "RoMa model support and stdout style helper fix are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47113", - "accept": false, - "reason": "`num_labels` typing and audio feature/proc requirements are unrelated." + "reason": "Audio requirement cleanup and stdout style guarding are unrelated." }, { - "left": "pull_request:47231", - "right": "pull_request:47255", - "accept": false, - "reason": "MoonshineStreaming context-window fix and Gemma docstring update do not share a bug." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47243", + "right": "pull_request:47253", "accept": false, - "reason": "Olmo3 CI expectation tweaks and Granite-swa model support are unrelated." + "reason": "Executorch exporter fixes and tensor-parallel tp_plan propagation are distinct backend issues." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "Different docs/model additions with no shared underlying change." + "reason": "num_labels typing and RoMa model support are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47179", + "left": "pull_request:43451", + "right": "pull_request:47264", "accept": false, - "reason": "Paged-attention XPU test coverage and Granite-swa model support are unrelated." + "reason": "Molmo2 model support and DAB-DETR/Grounding DINO dtype fixes are unrelated." }, { "left": "pull_request:47166", - "right": "pull_request:47260", - "accept": false, - "reason": "Quantization test expectation changes and image fixture loading refactor are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47210", + "right": "pull_request:47181", "accept": false, - "reason": "RoMa model support and packed SDPA routing are unrelated." + "reason": "Quantization test additions and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:47239", - "right": "pull_request:47243", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "Tokenizer documentation clarification and Exporter fixes are unrelated." + "reason": "RoPE test updates and CB config deprecation are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:46376", + "left": "pull_request:47105", + "right": "pull_request:47255", "accept": false, - "reason": "Distributed docs and continuous batching multimodal implementation are unrelated." + "reason": "VITS test re-enable and Gemma4 docstring example update are unrelated." } ] }, @@ -23567,7 +23444,7 @@ { "label": "pull_request", "component_index": 1, - 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"left": "pull_request:46836", + "left": "pull_request:47003", "right": "pull_request:47178", "accept": false, - "reason": "Different changes: Unlimited OCR model support vs SigLIP path cleanup." + "reason": "Unrelated exporter work vs SigLIP path cleanup; different subsystems and bugs." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47143", + "right": "pull_request:47263", "accept": false, - "reason": "Unrelated scope: RoPE testing changes vs Japanese doc wording edits." + "reason": "NeuCodec model support vs an auto-mapping test; not the same bug or change." }, { - "left": "pull_request:43451", - "right": "pull_request:46990", + "left": "pull_request:47243", + "right": "pull_request:47294", "accept": false, - "reason": "Different subsystems: Molmo2 model addition vs FSDP orchestration work." + "reason": "Different fixes in different areas: Executorch/export serialization vs qwen3_5 kernel integration." }, { - "left": "pull_request:47108", - "right": "pull_request:47204", + "left": "pull_request:46895", + "right": "pull_request:47255", "accept": false, - "reason": "Different maintenance tasks: doc-builder comment cleanup vs adding exporter deps to torch-light." + "reason": "CohereASR loss bug vs Gemma4 docstring example; unrelated." }, { - "left": "pull_request:47218", - "right": "pull_request:47284", + "left": "pull_request:47077", + "right": "pull_request:47198", "accept": false, - "reason": "Unrelated: image-loading test refactor vs mimo_v2_flash test fixes." + "reason": "Japanese docs translation vs GPTBigCode/GPTNeoX backend compatibility; unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47253", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "Different code paths: ExecuTorch exporter fixes vs tensor-parallel lm_head plan passing." + "reason": "Packed SDPA attention routing vs continuous batching config deprecation; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:43451", + "right": "pull_request:47078", "accept": false, - "reason": "Broad modeling changes in different areas; not the same bug or change." + "reason": "Molmo2 model support vs Japanese wording/doc updates; unrelated." }, { "left": "pull_request:46895", - "right": "pull_request:47207", + "right": "pull_request:47298", "accept": false, - "reason": "CohereASR loss fix vs Swin2SR over-padding; unrelated." + "reason": "Same broad framework, but CohereASR loss bug and MI450 image-loading/model failures are different issues." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Unrelated model/conversion work vs Neuron SFT experiment scripts." + "reason": "Audio feature/proc requirement fixes vs Olmo3 CI expectation updates; different bugs." }, { - "left": "pull_request:47108", - "right": "pull_request:47275", + "left": "pull_request:47113", + "right": "pull_request:47241", "accept": false, - "reason": "Documentation workflow tweak vs adding EfficientViTSAM support." + "reason": "Audio requirements cleanup vs DETR-family half-precision compile crash; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47216", + "right": "pull_request:47294", "accept": false, - "reason": "Different model families and bugs; only a broad attention/theme overlap." + "reason": "Compressed-tensors export support vs kernel-native causal_conv1d changes; unrelated." }, { - "left": "pull_request:47198", - "right": "pull_request:47253", + "left": "pull_request:46658", + "right": "pull_request:47275", "accept": false, - "reason": "Different problems: GPTNeoX/GPTBigCode backend support vs tensor-parallel head planning." + "reason": "Step-3.7 flash conversion/model work vs EfficientViT-SAM model addition; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47223", + "left": "pull_request:47069", + "right": "pull_request:47175", "accept": false, - "reason": "Unrelated: wav2vec2 SDPA dispatch vs TimesFM window_size fix." + "reason": "Configuration typing fix vs Olmo3 test expectation changes; unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47253", + "left": "pull_request:47178", + "right": "pull_request:47298", "accept": false, - "reason": "Neuron training experiment vs tensor-parallel API change; not a duplicate." + "reason": "SigLIP checkpoint path fix vs MI450 image-loading/model failures; unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47263", + "left": "pull_request:46895", + "right": "pull_request:47241", "accept": false, - "reason": "Model addition vs auto-registration regression test; not the same change." + "reason": "CohereASR loss bug vs DETR-family sine embedding compile crash; unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47264", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Qwen3-TTS model support vs dtype mismatch fixes in detection models." + "reason": "Molmo2 model addition vs finegrained FP8 generation tuning; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47198", + "left": "pull_request:46957", + "right": "pull_request:47096", "accept": false, - "reason": "Continuous batching multimodal support vs GPT backend/vLLM fixes; different code paths." + "reason": "Different changes: generation decode optimization vs exporter support for Kimi25." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "Different model additions: Qwen3-TTS vs Cosmos3 Edge." + "reason": "Continuous batching multimodal support vs test decorator cleanup; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Japanese doc wording cleanup vs ExecuTorch exporter fixes." + "reason": "Finegrained FP8 decode tuning vs OpenVINO exporter support; different code paths." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", - "accept": false, - "reason": "Num_labels property typing vs RoMa model support; unrelated." + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; 47090 is a refined version of the same fix." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", - "accept": false, - "reason": "Configuration property fix vs audio requirements decorators; unrelated." + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss bug and same affected files; both correct the decoder training loss computation." }, { - "left": "pull_request:47207", - "right": "pull_request:47255", - "accept": false, - "reason": "Swin2SR padding bug vs Gemma4 docstring example; unrelated." + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR double-shift bug in the same code path, despite different implementation styles." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:47173", + "right": "pull_request:47292", "accept": false, - "reason": "Different model-addition PRs with different architectures and files." + "reason": "Both are XPU-related test updates, but they target different models and different failures." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 addition vs DINO conversion/model modernization; unrelated." + "reason": "Quantization test extensions vs accelerator test decorator changes; not the same bug." }, { - "left": "pull_request:43451", - "right": "pull_request:47263", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model addition vs auto registration test; unrelated." + "reason": "RoPE test/model parameter updates vs Olmo3 CI expectation fixes; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47207", + "left": "pull_request:47184", + "right": "pull_request:47292", "accept": false, - "reason": "Continuous batching support vs image padding fix; unrelated." + "reason": "Both touch tests, but they address different model-specific XPU cases." }, { - "left": "pull_request:47105", - "right": "pull_request:47255", + "left": "pull_request:47241", + "right": "pull_request:47264", "accept": false, - "reason": "VITS test re-enable vs Gemma4 docstring example; unrelated." + "reason": "Both are DETR-family dtype/precision fixes, but for different models and distinct code paths." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "OpenVINO exporter addition vs SigLIP path fixes; different features." + "reason": "Step-3.7 flash support vs Unlimited OCR model support; unrelated model additions." }, { - "left": "pull_request:47143", - "right": "pull_request:47263", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support vs auto register test regression; unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47235", - "accept": true, - "reason": "Same CohereASR double-shift loss bug; both patch the same training-loss code path with alternative implementations." + "reason": "Nemotron Omni model support vs NeuCodec model support; different models and changes." }, { - "left": "pull_request:46895", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift loss bug in the same forward/loss path; 47090 is just a refined variant." - }, - { - "left": "pull_request:46958", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss double-shift fix; both address the same loss computation bug." + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support vs Executorch exporter fixes; different exporter stacks and problems." }, { - 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"left": "pull_request:46310", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming right-context off-by-one bug in the sliding-window mask." + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching support vs Nemotron Omni model support; unrelated." }, { - "left": "pull_request:47162", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-window correction; both touch the same mask logic." - } - ] - }, - "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": 30, - "review_unit_index": 4, - "review_unit_count": 4, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-88", - 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unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:46509", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous-batching multimodal support and Nemotron Omni model support are separate features." + "reason": "Molmo2 model addition vs NeuCodec model addition; different models." }, { - "left": "pull_request:46509", + "left": "pull_request:43451", "right": "pull_request:47163", "accept": false, - "reason": "Unrelated model support vs. test support work." + "reason": "Molmo2 model support vs paged-attention tests; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:47181", + "right": "pull_request:47255", "accept": false, - "reason": "Continuous batching changes are unrelated to Cosmos3 Edge model support." + "reason": "Cosmos3 Edge support vs Gemma4 docstring update; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:47241", + "right": "pull_request:47298", "accept": false, - "reason": "Different new-model PRs with different model code and tests." + "reason": "Different hardware/precision failures in different model stacks; 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unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and NeuCodec are different model-support efforts." - }, + "reason": "OpenVINO exporter vs Kimi exportability/backend work; different exporter changes." + } + ] + }, + "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": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-68", + "nodes": [ + "pull_request:43451", + "pull_request:47003", + "pull_request:47034", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47181", + "pull_request:47241", + "pull_request:47255", + "pull_request:47264", + "pull_request:47298" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47298", + "pull_request:47096|pull_request:47298", + "pull_request:43451|pull_request:47255", + "pull_request:47096|pull_request:47255", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", + "pull_request:43451|pull_request:47264", + "pull_request:47096|pull_request:47264", + "pull_request:43451|pull_request:47166", + "pull_request:43451|pull_request:47181", + "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47241", + "pull_request:47003|pull_request:47264", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298" + ], + "prepared_review_unit_hash": "eca4fd4fc56e685f872c45f25f2601152bbba77c28ffe34fa4d47563ce39df24", + "component_budget": { + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 19, + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose similarity cluster, not a duplicate cluster: it mixes unrelated model additions, exporter work, training/test updates, and platform-specific bug fixes. 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different domains and no shared fix." }, { "left": "pull_request:47096", "right": "pull_request:47241", "accept": false, - "reason": "Exporter fixes for kimi_k25 and DETR-family compile fixes are unrelated." + "reason": "Kimi exportability changes and DETR-family compile crash fixes address different problems." }, { "left": "pull_request:43451", "right": "pull_request:47264", "accept": false, - "reason": "Molmo2 model support and DAB-DETR/Grounding DINO dtype fixes are unrelated." + "reason": "Molmo2 model support vs dtype mismatch fixes in DAB-DETR/Grounding DINO; not the same underlying change." }, { "left": "pull_request:47096", "right": "pull_request:47264", "accept": false, - "reason": "Kimi exportability and detection dtype fixes are different code paths." + "reason": "Exporter/model exportability work vs detection-model dtype fixes; distinct implementation and behavior." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Model integration and quantization test updates are unrelated." + "reason": "Model addition vs quantization test extensions; one adds code, the other broadens tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are model-support PRs, but they add different models (Molmo2 vs Cosmos3 Edge) and are not duplicates." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter feature work vs MI450 image utility fallback; different subsystems and goals." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "Different exporter/model-fix domains; not the same concrete issue." + "reason": "Exporter framework additions vs DETR-family compile crash fix; unrelated code paths." }, { "left": "pull_request:47003", "right": "pull_request:47264", "accept": false, - "reason": "OpenVINO exporter work is unrelated to detection-family dtype fixes." + "reason": "OpenVINO exporter work does not overlap with DAB-DETR/Grounding DINO dtype mismatch fixes." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability and NeuCodec support are different changes." + "reason": "Kimi exportability changes vs NeuCodec model support; both are model-related but not the same change." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "Exporter backend work and model support additions are unrelated." + "reason": "OpenVINO exporter PR vs NeuCodec model addition; unrelated and not mergeable as one fix." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability and paged-attention test support are unrelated." + "reason": "Model exportability changes vs XPU paged-attention test additions; tests do not indicate the same bug." }, { "left": "pull_request:47143", - "right": "pull_request:47264", - "accept": false, - "reason": "NeuCodec support and DAB-DETR/Grounding DINO fixes are unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47096", + "right": "pull_request:47298", "accept": false, - "reason": "Nemotron Omni support and kimi_k25 exportability changes are unrelated." + "reason": "NeuCodec support and MI450 image-loading fixes are unrelated; no shared code-path bug." } ] }, @@ -24372,7 +24182,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24388,12 +24198,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "8fa77e793ec2a736f43fc2dc3ca8076bda1ae0f1bca9989c096fe1fc2de13a9c", + "prepared_review_unit_hash": "1922d554895b571ba60b4f0403167a6563cd6999f0fd0485f426ad688590f0dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24401,7 +24211,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24410,18 +24220,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. They do not describe the same underlying bug or change and should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "Two unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They share only broad \"add model support\" similarity, not the same underlying change or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 40755 is the broader, more self-contained feature addition in this cluster, but it is not a duplicate of PR 41224; the two PRs target different model families and implementations.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, 40755 is the better umbrella candidate only because it has the larger feature surface. It is not a true mergeable duplicate with 41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different domains, and different code paths: TimesFM forecasting with covariates vs DINOv3 image classification. They are not the same underlying change and could not plausibly be merged into one PR." + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are completely different model changes, touching different files and code paths. Shared documentation/tests/model-support language is too broad to indicate the same underlying PR." } ] }, @@ -24435,7 +24245,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24498,7 +24308,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24540,12 +24350,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ee0005152d26019a0047bf55ba0a8ad707a55fa0e7876d30f5ab2ead9ff44965", + "prepared_review_unit_hash": "818aa02910ee37a39dc8690bd055b627a5cc04f180d1a096e6fae77b9702de2e", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31600, + "serialized_chars": 31599, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24553,7 +24363,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31600, + "serialized_chars": 31599, "estimated_input_tokens": 7900, "estimated_eval_tokens": 16056 }, @@ -24562,120 +24372,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate pair is a true match: the two `fixed_cross_entropy` PRs for issue #43240. The rest are broad subsystem similarities but clearly different bugs/features.", - "confidence": 0.97, + "summary": "Only one soft-edge pair looks like a true duplicate: two PRs that both extend `fixed_cross_entropy` to forward supported `cross_entropy` kwargs. The rest are broadly similar within shared subsystems or just coincidentally related, but not the same underlying change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest representative of the cross-entropy kwargs fix: it is explicitly tied to issue #43240, changes the exact same function, and has fuller discussion/review context. PR #43254 is the same underlying change but appears as a thinner variant.", + "canonical_pr_reason": "PR #43251 is the better canonical representative: it has the explicit tracking issue link, a fuller description of the intended behavior, and broader context for the same `fixed_cross_entropy` fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best single PR for the cluster because it directly addresses the tracked issue, patches the exact code path in `src/transformers/loss/loss_utils.py`, and includes the most context for the fix.", + "best_pr_reason": "PR #43251 is the strongest single PR in the cluster for the `fixed_cross_entropy` change because it cleanly captures the bugfix goal and the exact `nn.functional.cross_entropy` forwarding behavior.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer API additions vs ExecuTorch dynamic-shape export tests. No shared bug or mergeable code-path overlap." + "reason": "Both mention tokenizer/export-style APIs only by loose similarity; they change unrelated code paths and are not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer methods for Mistral are unrelated to adding a new MobileLLM model package." + "reason": "One is missing tokenizer methods for Mistral, the other adds a new model package; no shared concrete fix." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch auto/processor-related code, but one is a processor-loading robustness refactor and the other is a new model implementation. Not the same change." + "reason": "Both touch auto/processor/model-loading machinery, but for different models and different problems; not mergeable as one PR." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding is unrelated to MobileLLM model addition." + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to adding MobileLLM; shared similarity is only superficial." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix vs Mistral4 test/model cleanup are different code paths and different bugs." + "reason": "Different code paths and goals: loss helper kwargs vs. Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Both involve tests, but one is ExecuTorch dynamic-shape export coverage and the other is Mistral4 model/test fixes. Not the same underlying issue." + "reason": "Both are tests-related only in a broad sense; they address different features and cannot be merged as one fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests and MobileLLM model scaffolding are unrelated changes." + "reason": "Dynamic executorch export tests are unrelated to adding a new model checkpoint." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support and config-resolution order fix are unrelated." + "reason": "New model addition vs. `cls.config` resolution ordering fix are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor are different model-specific changes." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model-specific changes." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation is unrelated to a model-creation skill/draft automation PR." + "reason": "New model addition is unrelated to a repository-wide model creation skill/doc PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing config resolution order are different underlying issues." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and the model-creation skill draft do not fix the same bug or code path." + "reason": "Falcon refactor and model-creation skill docs are not the same code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different model families and different objectives: Falcon interface refactor vs Mistral4 test fix." + "reason": "Different model families and different fixes; the overlap is only that both touch modeling code." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work is unrelated to the CLIP-family `layrnorm` typo rename." + "reason": "Mistral4 test fixes and `layrnorm` renaming are separate issues despite both involving model/modeling files." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are unrelated PRs." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution ordering are unrelated code changes." + "reason": "Model-specific test fixes do not match a class/config resolution bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill PR are clearly unrelated." }, { "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "No shared concrete bug/change beyond broad Transformers internals." + }, + { + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A model-specific test fix is not the same as a model-creation skill PR." + "reason": "A new model implementation and a developer skill/documentation PR are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix in `src/transformers/loss/loss_utils.py`: add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy` for issue #43240. These could be merged into one PR." + "reason": "Both PRs target the same concrete bug in `src/transformers/loss/loss_utils.py`: forwarding supported kwargs into `nn.functional.cross_entropy` for `fixed_cross_entropy`. They could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only true duplicate pair is PR #43251 and PR #43254, which both target issue #43240 and modify the same `fixed_cross_entropy` path. The other pairwise rejections stay conservative and do not overclaim overlap beyond broad subsystem similarity." + "feedback": "The summary is well grounded in the packet and stays conservative. The only true mergeable duplicate pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same `fixed_cross_entropy` kwargs-forwarding bugfix. The other pair rejections are appropriately cautious given only soft similarity evidence." }, "evaluator_used": true, "retried": false, @@ -24686,7 +24514,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24702,7 +24530,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d6e55e8c52611720303bc6920dc3e102ffc5b10067fc83edf5b7468efdb3e80d", + "prepared_review_unit_hash": "5d8582f038c83a56a3f6ec8a43a2c14334bc9559d58e6407f1b0480bec27052e", "component_budget": { "node_count": 2, "item_count": 2, @@ -24724,18 +24552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade rationales. They overlap in workflow files, yet do not appear to fix the same concrete code-path problem.", - "confidence": 0.91, + "summary": "Two open PRs both update GitHub Actions workflows, but they target different action families and purposes: one is specifically for Node 24 compatibility, the other is a broader/latest-version refresh focused on Docker build actions and a few other workflow actions.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the more specific and representative workflow-maintenance change: it explicitly targets Node 24 compatibility and updates several common core actions used across many workflows.", + "canonical_pr_reason": "PR 42975 is the cleaner representative because it has a specific compatibility goal (Node 24) and a consistent set of workflow action version bumps across many workflows, making the change intent more concrete.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the better canonical PR for the cluster because its title and scope clearly describe the underlying maintenance goal, while #42976 is a separate latest-version bump focused mainly on Docker-related actions.", + "best_pr_reason": "PR 42975 best captures the underlying maintenance task in this cluster: upgrading workflow actions to versions that keep the CI system working with the newer Node runtime.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different action versions in different parts of CI. Shared files alone are not enough to treat them as the same underlying change, and they would not naturally be merged as one fix." + "reason": "These are related workflow maintenance changes, but not the same underlying change. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other actions to newer versions. They touch different action code paths and would not plausibly be merged as one duplicate PR." } ] }, @@ -24749,7 +24577,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24770,7 +24598,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "5dc2b56719540558eec0dd605af7f6cb4a52f76ff25b3c987007264339317fec", + "prepared_review_unit_hash": "e1dd243e79908baa83fea47b5f267c5571e3757df3163ecd2da3e378797642bc", "component_budget": { "node_count": 4, "item_count": 4, @@ -24792,36 +24620,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs; the overlap is only broad Transformers integration scaffolding (docs, auto-mappings, repo checks), not the same bug or change. No duplicate PR cluster is present here.", - "confidence": 0.97, + "summary": "All four pull requests add different models (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is limited to routine docs/auto-registry scaffolding, so they are not duplicates of the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists because these PRs implement different models. If one PR must represent the cluster, 46562 is the strongest anchor due to the highest soft-similarity linkage and review activity, but it is still not a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: each item introduces a distinct model integration, not the same bug fix or feature branch.", "best_issue_reason": null, - "best_pr_reason": "46562 is the best representative only in a loose clustering sense: it has the strongest pairwise similarity signal and substantial review activity. It is not a duplicate of the other PRs.", + "best_pr_reason": "No single best PR for deduplication purposes; the PRs target different models and cannot be consolidated into one representative change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are generic integration plumbing, not the same fix/change." + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/doc files are expected integration boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and code paths (ViT NEPA vs CTSM); overlap is only standard model-registration/documentation files." + "reason": "ViT NEPA and CTSM add different model implementations with different codepaths and tests." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model implementations; they do not fix the same concrete issue." + "reason": "Molmo and CTSM are separate model integrations; overlap in registry/docs does not indicate a duplicate fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model ports with different architectures and files; similarity is limited to shared Transformers plumbing." + "reason": "CTSM and Step3p7 are distinct model additions with different filenames, modeling code, and test suites." } ] }, @@ -24835,7 +24663,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24870,12 +24698,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "f5dfae462c8c15a5dd731e8cb4bf6388b4947e363f380de4ef824202e96f7d53", + "prepared_review_unit_hash": "a58537057e87e4bdfdd2044f33c26eb1fa37bb94dd4bc7f70734af54695358cd", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19596, + "serialized_chars": 19595, "estimated_input_tokens": 4899, "estimated_eval_tokens": 10054 }, @@ -24883,7 +24711,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19596, + "serialized_chars": 19595, "estimated_input_tokens": 4899, "estimated_eval_tokens": 10054 }, @@ -24892,111 +24720,111 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs across different subsystems. The only clear duplicate/mergeable pair is the two YOLOS fixes targeting issue 46869; everything else should stay separate.", - "confidence": 0.95, + "summary": "Most PRs are unrelated despite generic \u201cfix\u201d titles. The only plausible duplicate/mergeable pair is the two YOLOS fixes, which address the same device-map bug but with slightly different patches.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative because it directly fixes the YOLOS device-mismatch path in `modeling_yolos.py` and targets the same issue as the overlapping YOLOS PR.", + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it names the YOLOS device_map=\"auto\" bug directly, has the explicit issue target, and its fix is the simpler baseline for the shared YOLOS device-placement problem.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone PR: it addresses the concrete YOLOS `device_map=\"auto\"` mismatch with an actual code fix, not just a partial packaging tweak.", + "best_pr_reason": "pull_request:46886 is the best global PR candidate because it is the most explicit about the exact YOLOS bug and tracking issue, while 46922 adds an extra placement adjustment on top of the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different failures: Whisper tokenizer/test cleanup vs CLIP/ViT test placeholders. No shared underlying bug or change." + "reason": "Both are test-only edits, but they target different models and different failures; they do not look like the same underlying bug or mergeable fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test fix is unrelated to FP8 dequant/model-loading changes." + "reason": "Whisper tokenizer/test changes and FP8 dequantization/model-loading changes are unrelated code paths and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix is unrelated to generation watermarking/config validation." + "reason": "Whisper decoding behavior is unrelated to generation-config watermarking validation and broader generation updates." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/tests and YOLOS device-mismatch are unrelated code paths." + "reason": "Whisper decoding/test work and YOLOS device-map fixes concern different models and different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both are test-focused, but for different models and different CI/runtime issues; not the same underlying bug." + "reason": "Dummy test edits in CLIP/ViT do not match the Phimoe integration-test CI/memory-limit workaround." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different concrete failures; no plausible single merged fix." + "reason": "These touch different subsystems: placeholder model tests versus FP8 dequantization/model-loading logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test placeholders are unrelated to generation config validation." + "reason": "CLIP/ViT test placeholders are not the same bug as generation config watermarking handling." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test stubs for CLIP/ViT do not match the YOLOS device-mismatch bug." + "reason": "Different models and different problems; CLIP/ViT test edits are not the YOLOS device-map fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/model-loading work is unrelated to Phimoe CI memory/runtime adjustments." + "reason": "FP8 dequantization/padding changes and Phimoe CI runner-memory patching are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different fixes in different code paths: FP8 kernel/model loading vs generation config validation." + "reason": "FP8 kernel/loading changes are not the same bug as generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fixes and YOLOS device placement are separate model-specific bugs." + "reason": "These concern different model families and different runtime issues, not one mergeable bug fix." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI patch are unrelated." + "reason": "Generation-config watermarking validation is unrelated to the Phimoe CI CPU-memory workaround." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking config handling is unrelated to YOLOS device mismatch." + "reason": "Watermarking validation in generation config does not match the YOLOS device placement/device-map bug." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI CPU-memory/device-map test infrastructure change is not the same bug as the YOLOS runtime device mismatch." + "reason": "The Phimoe CI runner-memory workaround and the YOLOS device-map fix are unrelated." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target issue 46869 and fix the same YOLOS device-mismatch problem in `modeling_yolos.py`; they are plausibly mergeable into one PR." + "reason": "They address the same YOLOS device-map bug in the same model file and share the same issue target, but 46922 adds an extra device-placement adjustment, so they are related mergeable fixes for the same underlying problem rather than identical change sets." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bug pair is the two YOLOS PRs targeting issue 46869 and the same file; the other pairwise rejections are conservative and consistent with the listed diffs and targets." + "accept": false, + "feedback": "The YOLOS pairing is plausibly related, but the writeup is a bit too strong for the evidence. PR 46886 and 46922 share the same file and issue target, yet 46922 also includes an additional device placement fix, so calling them the \u201csame change set\u201d / \u201csame code-path fix\u201d overstates what is shown. Please soften that language to \u201crelated mergeable fixes for the same YOLOS device-map bug.\u201d The other pairwise rejections look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25004,7 +24832,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25023,7 +24851,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "d2bcd76154de2103a0ef3232ad778329fd5fde481c056f8f459479947423057a", + "prepared_review_unit_hash": "a7d4747224185227f252bbac16ebd2e585f20dcf5e975201f3b75eca9e9cee64", "component_budget": { "node_count": 3, "item_count": 3, @@ -25045,30 +24873,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' validation PRs that all happen to touch CI/test infrastructure, but they do not fix the same concrete bug or change and should not be deduplicated.", - "confidence": 0.95, + "summary": "Three open '[don't merge]' PRs that only look similar at a high level, but they change different code paths: packaging/versioning and a Vit test, CI comment/notification workflows, and a PR security-gate workflow. None are duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others. If one has to be chosen as the cluster representative, PR 43532 is the broadest repo-bot/CI demo change, but it still addresses a different code path than the other two.", + "canonical_pr_reason": "No canonical PR: these are unrelated test/CI changes rather than multiple versions of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most representative of the overall validation/CI theme because it spans multiple workflow and test files, but it is still not substantively the same change as the others.", + "best_pr_reason": "No single PR is a good global representative; each targets a different subsystem and they could not plausibly be merged into one duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different concrete edits: 43488 changes packaging/version/dependency setup and a test, while 46747 changes a security-gate workflow trigger. Same broad maintenance area, but not the same underlying bug or mergeable fix." + "reason": "Different changes: 43488 edits setup/versioning and a model test, while 46747 only switches a workflow trigger for the security gate." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/version/dependency check PR; 43532 rewires self-comment CI and testing utilities to show diffs. The shared test filename is incidental, not evidence of the same change." + "reason": "Only superficial overlap in test-related files; 43488 is packaging/version/dependency work, whereas 43532 rewrites CI/comment/notification workflows and test utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but one is about self-comment CI/show-diff plumbing and the other is a security-gate trigger change. They do not address the same code-path problem and would not naturally merge into one PR." + "reason": "These touch different workflows and different code paths: 43532 is about self-comment/self-scheduled/slack reporting behavior, while 46747 only changes the PR security-gate trigger." } ] }, @@ -25082,7 +24910,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25098,12 +24926,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "105927f5a03646079062c953efae8ab36e2e4219289599accf4db08dba60dd79", + "prepared_review_unit_hash": "60a18603fb1dbe6f5bbc6f72e125b56fefe177603f686ee00a4518d8350a63b8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25111,7 +24939,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25120,18 +24948,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme but not duplicates: one PR adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs patterns, but target different tasks, model integrations, and tests.", - "confidence": 0.96, + "summary": "These are two separate feature PRs for different pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and documentation patterns, but they do not appear to fix the same concrete code-path problem, so the soft duplicate edge should be rejected.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:43613 is the broader and more concrete PR, covering the visual segmentation pipeline with more model integrations and tests; if one PR must be treated as the representative item, this is the better canonical choice.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:43613 is the stronger standalone PR due to its wider implementation scope, additional model support, and more extensive test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation scaffolding is not enough to treat them as the same change or mergeable into one PR." + "reason": "Different pipelines and different underlying features: concept segmentation vs visual segmentation. Shared docs/registry files are infrastructure overlap, not evidence of the same bug or change." } ] }, @@ -25145,7 +24973,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25161,7 +24989,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "79a126e3745ddd9b6d0164cc409ab73af6880f2971652f747fe0fd3aba1d26f2", + "prepared_review_unit_hash": "0fd137499301ce2550ca20d00f743a0ccf92cfe177efea8ed4a622d0a5764d6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25183,18 +25011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs that both touch src/transformers/trainer.py, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "summary": "Two open PRs touch the same file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are not the same underlying fix and should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete behavior change in training loss scaling and reads like the more direct bugfix-style change.", + "canonical_pr_reason": "No canonical PR here: the PRs address different code paths in `trainer.py` (loss scaling vs. column filtering) and are not duplicate changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest single representative of the cluster since it targets a specific trainer behavior change; the other PR is an unrelated refactor/helper extraction.", + "best_pr_reason": "Neither PR is a good global representative of the cluster because the cluster is not a duplicate set; the two changes are unrelated beyond sharing `trainer.py`.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: despite both editing trainer.py, 43651 changes gradient-accumulation loss normalization while 43663 adds an overridable signature-column helper for filtering inputs. These are different underlying changes and would not plausibly merge as one PR." + "reason": "Reject: 43651 adds `_loss_is_scaled_for_ga` and changes gradient-accumulation loss normalization, while 43663 extracts `_get_signature_columns` to customize input-column filtering. Different behaviors, different bug/change targets." } ] }, @@ -25208,7 +25036,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25224,12 +25052,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "04b5aa5f02f5a832107dbfbbb85a724c9d7f8b30be4e8ed13c4144e64217316c", + "prepared_review_unit_hash": "da066122dd97c163b14055426b13513caced252f3bad5da42040b5d4f48c0680", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25237,7 +25065,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25246,18 +25074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same file but address different TypeAdapter/type-hint problems in the CLI: one fixes runtime annotation NameError issues via future annotations, the other avoids importing pydantic at runtime when it may be absent.", - "confidence": 0.89, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about runtime/type-annotation issues in the CLI, but they fix different problems: #43656 is a broader annotations/typing cleanup around `TimedModel`, while #43842 specifically fixes `TypeAdapter` being unavailable when pydantic is not installed. They are related, but not the same underlying bug or change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader representative of the CLI TypeAdapter NameError work and is explicitly tied to issue 43576; PR 43842 is a separate, narrower optional-dependency fix.", + "canonical_pr_reason": "PR #43842 is the cleaner representative for this cluster because it directly targets the explicit `TypeAdapter` NameError path and has a narrowly scoped fix tied to its issue target; #43656 is a separate annotations-related change in the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best cluster representative because it addresses the main CLI type-annotation NameError path and has the clearer issue linkage; 43842 looks like a distinct follow-up rather than the same fix.", + "best_pr_reason": "#43842 is the best PR to keep as the representative example: it has the most specific problem statement, a tight diff, and the fix clearly matches the reported missing-pydantic `TypeAdapter` runtime error.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different underlying bugs: 43656 fixes annotation NameErrors with future annotations/type-hint cleanup, while 43842 fixes runtime import failure when pydantic is not installed. They are related but not the same mergeable change." + "reason": "Same file and broadly similar typing theme, but #43656 changes postponed annotations and type imports for `TimedModel`, while #43842 fixes `TypeAdapter` being referenced when pydantic is absent. Different concrete bugs and not mergeable as one PR." } ] }, @@ -25271,7 +25099,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25337,7 +25165,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25429,7 +25257,6 @@ "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", - "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", @@ -25448,419 +25275,438 @@ "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:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "acac4a2549b072d8aa3a467ae790bba0c1bba4cb8221e36db63af6b309286354", + "prepared_review_unit_hash": "bb08c525b64242f5d55247d5871ab73ceba7a047a3f576f21d51de2749f9a39f", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76939, + "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 broad wave of model-specific output-tracing refactors tied together by issue #43979. Only the GPT-J/CodeGen line looks like true same-change duplication/revision; the rest are related by theme, not by the same concrete code path.", - "confidence": 0.92, - "canonical_issue_reason": "#43979 is the shared umbrella tracking issue explicitly targeted by many PRs, so it best captures the cluster\u2019s common purpose.", - "canonical_pr_reason": "#44722 is the strongest concrete representative because it consolidates the GPT-J/CodeGen output-tracing refactor in the relevant shared files and reads like the most complete revision of that change.", - "best_issue_reason": "#43979 is still the best single issue representative for the whole cluster because the PRs are organized around that exact tracking ticket.", - "best_pr_reason": "#44722 is the best single PR representative because it is the most consolidated version of the shared GPT-J/CodeGen output-tracing implementation.", + "summary": "This cluster is mostly a set of separate model-specific output-tracing refactors that share the same tracking issue (#43979) but are not duplicates. The only true duplicate families here are the GPT-Neo pair and the GPT-J/CodeGen variants; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present, so there is no canonical issue to choose. For PR triage, 44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor family: it is the later, broader version, has the same concrete output-tracing edits, and plausibly subsumes the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best PR representative among the true duplicates because it captures the same GPT-J output-tracing change while also including the related CodeGen copy, making it the most complete version of that concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Both are output-tracing refactors, but they are for different model families and code paths; the shared umbrella issue is not enough." + "reason": "Same broad tracing theme, but different model code paths (CVT/FNet vs GPT-J). Not the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet versus DeBERTa are separate implementations; only the standardization theme overlaps." + "reason": "Both are output-tracing refactors, but they target different architectures and fixes." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same broad GPT-J/CodeGen refactor theme, but the packet does not support treating these as the same concrete change." + "accept": true, + "reason": "Both edit the same GPT-J output-tracing code path in model_gptj.py and look like the same refactor iteration." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different model code paths; similar refactor pattern only." + "reason": "ResNet and EfficientNet are separate implementations; same theme is not enough to call them duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + "reason": "Different model families and different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and files; same standardized-output theme only." + "reason": "GPT-J/CodeGen vs EfficientNet: unrelated model code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + "reason": "MobileNetV2 vs DeBERTa v2; shared tracking issue does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are separate model-specific refactors." + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths; same refactor pattern only." + "reason": "GPT-J/CodeGen vs MPT: different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "The packet explicitly treats this as non-duplicate; both are GPT-Neo-related but not the same change." + "accept": true, + "reason": "Same GPT-Neo refactor in the same file/tests; these look like duplicate versions of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different model refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different fixes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model-specific changes, even though both sit under the same umbrella issue." + "reason": "GPT-Neo vs GPT-J/CodeGen: related theme, but not the same code-path problem." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model implementations." + "reason": "ResNet vs GPT-J: different concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate refactors." + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model-specific changes." + "reason": "GPT-Neo and ResNet are separate refactors, not duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated code paths." + "reason": "ResNet vs MPT: same broad subsystem, but not the same fix." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + "reason": "Both are output-tracing refactors, but for different models/code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model implementations." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated concrete changes." + "reason": "Different model families and different refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT vs GPT-J/CodeGen: not the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model refactors." + "reason": "GPT-Neo and GPT-J are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate changes." + "reason": "GPT-Neo and MGP-STR are unrelated fixes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model families." + "reason": "GPT-Neo vs MGP-STR; same issue label, different implementation." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT vs GPT-J: different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + "reason": "GPT-J and MGP-STR are different model refactors." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and XLM/Flaubert are different model refactors; only the generic output-handling theme overlaps." + "reason": "GPT-2 vs MGP-STR; not the same concrete bug/change." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; only the refactor theme matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific changes." + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT: different concrete fixes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM: same pattern, different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate concrete refactors." + "reason": "GPT-2 and MPT are separate model refactors." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different model families." + "reason": "MPNet vs Flaubert/XLM; not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different vision models; same tracing theme only." + "reason": "RegNet and SegFormer are different architectures." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate model-specific changes." + "reason": "RegNet and MPNet are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT vs ImageGPT: different model-specific changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated concrete fixes." + "reason": "TextNet vs Flaubert/XLM: not the same fix." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate model refactors." + "reason": "MPNet and LongT5 are different concrete code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "RegNet vs GPT-Neo: different models, same tracking issue only." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model code paths." + "reason": "RegNet vs LongT5 are unrelated refactors." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are different model-specific refactors." + "reason": "TextNet and LongT5 are separate implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are distinct code paths." + "reason": "SqueezeBERT and MPT are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different concrete changes." + "reason": "GPT-Neo vs SpeechT5: different underlying changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model implementations." + "reason": "SqueezeBERT vs VisualBERT; same refactor family, different fixes." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated changes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are separate model-specific changes." + "reason": "RegNet vs TextNet are separate model-specific changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "MPNet and SpeechT5 are different concrete refactors." + "reason": "SqueezeBERT and GPT-Neo are different implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "RegNet vs SpeechT5: unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "MPT vs SpeechT5: different concrete refactors." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate changes." + "reason": "CVT/FNet vs LongT5: different models and changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model-specific refactors." + "reason": "CVT/FNet and SegFormer are not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are separate model implementations." + "reason": "SqueezeBERT vs DeBERTa v2: unrelated model paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated concrete fixes." + "reason": "DeBERTa v2 vs TextNet: different underlying changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change in the same code paths; 44722 looks like the consolidated later revision." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, broader version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors touching the same file and code path, so this looks like the same change in revised form." + "reason": "Both are GPT-J output-tracing refactors in the same file, and 44722 clearly subsumes the narrower version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model refactors." + "reason": "GPT-J vs SpeechT5; same issue target is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model implementations." + "reason": "CVT/FNet vs ResNet; different concrete fixes." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + "reason": "CVT/FNet and SpeechT5 are separate refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are separate model-specific refactors." + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different code paths." + "reason": "DeBERTa v2 vs ViTS: different underlying changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; same tracing theme only." + "reason": "FocalNet and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT vs TextNet: shared theme only, not the same change." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but the soft-edge verdicts are not conservative enough. You marked some pairs as duplicates/revised versions that the packet does not support: notably `pull_request:44018` vs `pull_request:44068` is explicitly listed in the packet as a non-accept pair, yet your output accepts it. You also accept `pull_request:44066` vs `pull_request:44085`, which is not supported by the packet\u2019s deterministic matches. Because the verdicts overstate evidence and include at least one direct contradiction, this should be rejected." + "accept": true, + "feedback": "The soft-edge calls are conservative overall, and the duplicate-family choices are grounded in the packet: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722) are the only pairs that clearly share the same concrete code path. The only nuance is the summary wording about the whole cluster sharing issue #43979; that is a bit broad because several PRs in the packet do not target that issue, but the overall triage conclusion is still supported." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25878,70 +25724,63 @@ "pull_request:44129" ], "soft_pairs": [ - "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "83ca4f35ed2fe687664c942a5742aaaa78e8059f591275dae3946382aad20a88", + "prepared_review_unit_hash": "2a56fc9e97a3385c0932e4a3b7b22d6a9013841ed3ef1b5c3d281d76c1520141", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 6, "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "soft_pair_count": 4, + "serialized_chars": 12758, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all independent pull requests implementing standardized output-capture/refactor work in different model implementations; they share a theme, but not the same concrete bug or code change.", - "confidence": 0.87, + "summary": "These PRs are all model-specific migrations to the new standardized output-tracing/capture utilities, but they do not appear to be duplicates of one another because each changes a different model implementation and code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it is anchored to an explicit issue target and makes a concrete, self-contained SpeechT5 output-tracing refactor rather than a broad theme-only change.", + "canonical_pr_reason": "PR 44129 is the strongest representative of the set because it has an explicit issue target and shows a concrete, self-contained SpeechT5 output-capture migration.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best standalone representative because it has the clearest problem statement via issue 43979 and a concrete code-path update in a single model file.", + "best_pr_reason": "PR 44129 is the best standalone PR in the cluster: it is clearly scoped, linked to an issue, and reflects the same output-tracing refactor pattern with more explicit grounding than the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "Same refactor family, but different models/files (VisualBert vs TextNet) and no evidence they fix the same underlying bug or could be merged into one PR." - }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate to output-capture helpers, but they affect different model code paths (MPNet vs VisualBert) and appear to be separate per-model refactors." + "reason": "Both are output-tracing refactors, but they touch different models (MPNet vs VisualBert) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model implementations and different concrete edits; shared helper migration alone is not enough to treat these as duplicates." + "reason": "Same broad migration theme, but these are separate model-specific changes (MPNet vs TextNet) and could be merged independently." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; these look like parallel standardized-output refactors, not the same fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only at the framework-refactor level, not a shared bug or single fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs SpeechT5, with only a broad output-tracing theme in common; the PRs do not appear to address the same code-path problem." + "reason": "Both refactor output handling, but they address different model code paths and are not the same concrete fix." } ] }, @@ -25955,7 +25794,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26021,268 +25860,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "644271262b239848949f6a1879e83f28c29ada2ac60b136f28e2736cd2359b15", + "prepared_review_unit_hash": "754caffd8a3c5f89125458e418f26cf52f0896fef30de29e884dfbecdbe7cab4", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a batch of model-specific output-tracing refactors. The PRs share a common pattern and helper usage, but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "All items are PRs for a broadly similar \"refactor output tracing\" theme, but they target different model families and code paths, so they are not duplicates of one another under strict PR triage.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative of the cluster because it applies the same refactor pattern across a closely related model pair, but it is still distinct from the other model-specific changes.", + "canonical_pr_reason": "No issue artifacts are present; PR 44003 is the broadest representative of the shared output-tracing refactor theme, spanning two related model files and the new tracing helpers.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative of the recurring output-tracing refactor theme, with a slightly broader scope than most of the others.", + "best_pr_reason": "PR 44003 is the strongest single representative of the cluster because it has the most substantial concrete implementation work and the clearest model-code changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor style only." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures; no shared underlying bug or change." + "reason": "Different architectures and files; both are output-tracing refactors, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementation; only the output-refactor theme matches." + "reason": "Different model families (timm_backbone vs univnet); no shared concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model stack and files; not one concrete fix." + "reason": "Different targets (timm_backbone vs mamba/falcon_mamba); only the high-level refactor label matches." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architecture/code path; too broad to merge as one PR." + "reason": "Different model code paths (timm_backbone vs rwkv); same generic tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and outputs; not the same bug/change." + "reason": "Different model families (mobilenet_v1 vs univnet); not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations; shared refactor pattern is insufficient." + "reason": "Different model code paths and files; output-tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; not a duplicate fix." + "reason": "Different model families (mobilenet_v1 vs depth_anything); no duplicate code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Unrelated encoder-decoder vs CNN model refactors; not the same change." + "reason": "Different model families (mobilenet_v1 vs vision_encoder_decoder); same broad subsystem, not same change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystem and model type; only the helper migration matches." + "reason": "Different model families (mobilenet_v1 vs speech_encoder_decoder); only the refactor pattern overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model architectures; no common concrete bug." + "reason": "Different models and code paths (vision_text_dual_encoder vs univnet)." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different code paths in different models; same theme only." + "reason": "Different models (vision_text_dual_encoder vs upernet); no common concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; not one PR." + "reason": "Different targets and implementations; both are tracing refactors, but not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate models with distinct forward paths; not a duplicate." + "reason": "Different model families (vision_text_dual_encoder vs depth_anything)." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; no same underlying fix." + "reason": "Different model families (univnet vs upernet); same generic refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and target files; not mergeable as one fix." + "reason": "Different model code paths (univnet vs mamba/falcon_mamba)." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks; shared output-tracing refactor is too broad." + "reason": "Different model families (univnet vs depth_anything); not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models and code paths; same refactor pattern only." + "reason": "Different model families (upernet vs rwkv); shared tracing label is too broad." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; not the same concrete bug/change." + "reason": "Different models and implementations; not mergeable as one concrete bug fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; no duplicate fix here." + "reason": "Different model families (mamba/falcon_mamba vs superpoint); same refactor pattern only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different targets and forward paths; only broad refactor similarity." + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Distinct model code paths; not the same underlying change." + "reason": "Different model families (timm_backbone vs codegen)." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated model implementations; shared helper usage is not enough." + "reason": "Different model families (univnet vs codegen); no duplicate bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and APIs; not a duplicate PR." + "reason": "Different model families (upernet vs codegen); only the refactor theme overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (vision_text_dual_encoder vs codegen)." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same output-tracing refactor pattern only." + "reason": "Different model families (depth_anything/prompt_depth_anything vs vision_encoder_decoder); similar wrapper-style refactor, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths and model types; not one concrete fix." + "reason": "Different model families (depth_anything vs speech_encoder_decoder); same high-level tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate implementations; too broad to treat as duplicates." + "reason": "Different model families (depth_anything vs superpoint); not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and forward logic; not the same bug." + "reason": "Different model families (depth_anything vs rwkv); no duplicate fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model code paths; only the refactor pattern matches." + "reason": "Different model families (depth_anything vs dpr); only generic output-tracing similarity." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and outputs; not mergeable as one PR." + "reason": "Different wrapper/model families (vision_encoder_decoder vs rwkv); same refactor label only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder variants; not the same underlying change." + "reason": "Both are encoder-decoder wrappers, but one is vision and the other is speech; not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; shared tracing refactor only." + "reason": "Different model families (vision_encoder_decoder vs superpoint); no shared bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model APIs; not a duplicate." + "reason": "Different model families (vision_encoder_decoder vs dpr); not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models and target files; same theme only." + "reason": "Different model families (speech_encoder_decoder vs superpoint); same broad refactor only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate model stacks; no shared concrete bug." + "reason": "Different model families (speech_encoder_decoder vs rwkv)." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different implementations; not the same fix." + "reason": "Different model families (speech_encoder_decoder vs dpr); no concrete overlap beyond tracing refactor." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward paths; only broad similarity." + "reason": "Different model families (superpoint vs rwkv); not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not a duplicate change." + "reason": "Different model families (superpoint vs dpr); only thematic similarity." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models and APIs; same refactor theme is insufficient." + "reason": "Different model families (rwkv vs dpr); same broad tracing refactor label only." } ] }, @@ -26296,7 +26141,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26312,7 +26157,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "036995e56ef72a390a4d70bf534c6739b02e91d3847270cb022ecc52e3f63902", + "prepared_review_unit_hash": "74b0dfa620fcd09aac59217d541c64a376c2634bd81564a91351420a6670fedf", "component_budget": { "node_count": 2, "item_count": 2, @@ -26334,18 +26179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs: one adds PenguinVL and the other adds Voxtral TTS. They share only generic Transformers scaffolding files, not the same underlying code change.", - "confidence": 0.98, + "summary": "Two unrelated model-addition PRs are grouped by broad Transformers boilerplate overlap, but they implement different models and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44662 is the better cluster representative because it is a mature, non-draft model-addition PR with substantial review activity.", + "canonical_pr_reason": "45401 is the better anchor because it has an explicit issue target, is narrowly scoped to Voxtral TTS support, and appears more directly tied to a specific tracked request.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44662 is the strongest standalone PR in the cluster: it is non-draft, more reviewed, and presents a complete implementation rather than a draft tied to a specific issue.", + "best_pr_reason": "45401 is the best representative PR in this cluster: it is a focused implementation for one model family and has a clear issue linkage, whereas 44662 is a separate PenguinVL addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions for different architectures and target issues; shared auto/docs files are incidental scaffolding, not the same concrete bug or change." + "reason": "Different underlying changes: PenguinVL implementation vs. Voxtral TTS support. The overlap is only generic model-registration/docs scaffolding, not the same bug or mergeable fix." } ] }, @@ -26359,7 +26204,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26375,12 +26220,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "f2a508a1aae0d2d591564030eea5bf617040e94eee54f29ab97ad6efe25d6e68", + "prepared_review_unit_hash": "7c471c6e02527144bde84c4e9ddc88a8118d435630ff05043edc49ab3b02b737", "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 }, @@ -26388,7 +26233,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26397,18 +26242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related at a high level (both around fusion), but they are not duplicates: one adds a standalone module-fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion integration and an example. They target different layers and code paths.", - "confidence": 0.89, + "summary": "These PRs are related by the general idea of fusion, but they are not the same change: #44979 introduces a new Module Fusion API in a standalone core file, while #45363 wires n-to-1 fusion through KernelConfig and model-loading integrations. Similar theme, different code paths and scope.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the clearest core change: it introduces the new module-fusion API and tests in a focused, self-contained way. PR 45363 is broader integration work and an example, but it is a different feature path rather than the same change.", + "canonical_pr_reason": "#45363 is the broader, user-facing kernel-fusion implementation that threads through model loading and integration code; #44979 is a separate core API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the foundational, reusable API addition. PR 45363 depends on a separate kernel-fusion integration story and is not the same underlying patch.", + "best_pr_reason": "#45363 is the more central and complete PR for the cluster\u2019s fusion direction, with concrete integration across multiple files and a clearer end-user path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different changes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. They do not look mergeable into one single PR for the same bug or fix." + "reason": "Do not treat as duplicates: #44979 adds a standalone Module Fusion API, while #45363 implements KernelConfig-based n-to-1 fusion plumbing in different files. They share a theme but not the same underlying bug/change or mergeable code path." } ] }, @@ -26422,7 +26267,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26438,7 +26283,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c25724e9324d3070083c3bfa4f75b88bd4bc3ffba6c6d09b8ebf786af35c234d", + "prepared_review_unit_hash": "5446a7a1cf6b603691c46b83a0ed0fd22f65269b74d9ca548aae14e7510fc417", "component_budget": { "node_count": 2, "item_count": 2, @@ -26460,18 +26305,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds test coverage but does not change the underlying fix.", - "confidence": 0.99, + "summary": "Both PRs target the same Mistral regex AttributeError in the same code path, with 45317 appearing to be the more complete follow-up that adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and review-ready change.", + "canonical_pr_reason": "45317 is the stronger representative: same fix as 45086 but with added test coverage and slightly broader discussion/history.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative of this cluster because it most fully addresses the bug and includes validation via tests.", + "best_pr_reason": "45317 is the best overall PR candidate because it most fully captures the bug fix and validation in one place.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug and same code path in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for the same tracked issue; the second PR is effectively the same change with added tests, so they could plausibly be merged into one PR." } ] }, @@ -26485,7 +26330,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26501,7 +26346,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "eeac546f6b741ff0bb461b41b53491a4d4f1b3ca8ff8e2af2c82d628b918a494", + "prepared_review_unit_hash": "d9df755b7e0ef337e40f4d6309630c5e8f25173056727a39116a942a40bbc871", "component_budget": { "node_count": 2, "item_count": 2, @@ -26523,18 +26368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related NemotronH model-family PRs, but they address different changes: one is a conversion/inheritance refactor, the other is a broader dense/sparse model split with docs and auto-mapping updates. Not duplicates.", - "confidence": 0.93, + "summary": "These PRs overlap on NemotronH internals but are not the same change: #45115 is a targeted refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 is a broader model split that introduces NemotronHDense/NemotronHSparse, updates docs/auto-mappings, and adds tests. They should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#45569 is the broader, more complete NemotronH architecture change and better represents the cluster than the narrower inheritance/mapping refactor in #45115.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the more substantial end-state change for NemotronH, covering the dense/sparse model split and associated docs/auto-mapping updates. PR #45115 is a narrower refactor focused on inheritance and conversion-key renaming.", + "best_pr_reason": "#45569 is the best representative PR because it covers the larger end-state refactor (new dense/sparse model packages, docs, auto-mapping, and tests) rather than only a conversion/inheritance adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but they are not the same underlying fix: #45115 only refactors inheritance and checkpoint conversion mappings, while #45569 introduces separate NemotronHDense/NemotronHSparse model variants plus docs and registration changes." + "reason": "Reject: they touch some of the same NemotronH files, but the concrete changes are different. #45115 focuses on GraniteMoeHybrid-compatible conversion/inheritance, whereas #45569 splits NemotronH into dense/sparse variants and updates docs and tests. They are related, not duplicates." } ] }, @@ -26548,7 +26393,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26564,12 +26409,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "6f10ee03fa96d0e7739c9df8c511f4f440758f4b7ceba4c9d940047ef69adea1", + "prepared_review_unit_hash": "87138c512bce25d3450ada5a052a7361c51dafb3e60e9e5e1053b68820de443b", "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 }, @@ -26577,7 +26422,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26586,18 +26431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related cleanup efforts in the Transformers codebase, but they address different scopes: one is a broad type-checking pass across many files, while the other adds typing protocol/alias support and associated modeling_utils changes. They are related thematically, but not the same underlying change.", - "confidence": 0.92, + "summary": "Two open PRs in the typing/type-checking area, but they address different levels of change: one is a broad mypy-style pass over many `src/transformers/*.py` files, while the other adds shared typing protocols/aliases and narrow follow-up fixes. Related, but not the same change set.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR because it is the more concrete, self-contained typing change centered on shared type definitions and their consumers, rather than a broad repository-wide type-checking sweep.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking adjustments across many core modules and the type-ignore policy that likely drives the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster since it has a focused technical goal and clearer change boundary; PR 45415 is a much broader type-checking cleanup that spans many unrelated files.", + "best_pr_reason": "PR 45425 is the most self-contained representative of the cluster\u2019s typing-infrastructure work, with focused helper types and targeted code-path updates.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they do not appear to fix the same concrete problem or be mergeable as one PR: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing aliases/protocols and related modeling_utils adjustments." + "reason": "Both are typing-related, but 45415 is a broad repo-wide type-checking sweep while 45425 adds specific typing protocols/aliases and a few targeted adaptations. They do not look like the same underlying bug or a single mergeable code fix." } ] }, @@ -26611,7 +26456,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26627,12 +26472,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "997ff75dabdec124a003d1b934cfd8f01f05f2d4201e55039e950ff8f79d732c", + "prepared_review_unit_hash": "56b1e5761f70bfe2180e6a0b207704d34eff386ab16e4fbc68adc847f00685ff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26640,7 +26485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26649,18 +26494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are in the same EP/distributed-loading area but fix different concrete bugs: one preserves distributed_config/has_ep during load, while the other prevents expert parameters from being overwritten by rank-0 broadcast in EP+FSDP2. They are related, but not duplicates.", - "confidence": 0.91, + "summary": "These are related to expert-parallel loading, but they address different concrete bugs and backends: one is about EP + DeepSpeed ZeRO-3/accelerate launch, the other about EP + FSDP2 where experts can be overwritten by rank-0 broadcast. I would not cluster them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better canonical representative of the cluster because it targets a specific, concrete EP loading/correctness failure and has the broader multi-file fix footprint.", + "canonical_pr_reason": "PR #45662 is the more concrete and narrowly scoped fix for a specific loading corruption bug in the expert-parallel path; #45548 targets a different ZeRO-3/accelerate-launch issue and also includes serialization/property changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone change: it addresses a clear runtime corruption bug in expert parameter loading and is the most complete fix among the two.", + "best_pr_reason": "PR #45662 is the best representative of this cluster because it has the clearest end-user failure mode and the most direct code-path fix in loading/distributed wrapping.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism and distributed loading, but the failure modes differ: 45548 fixes config/state preservation for accelerate/ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. Different code paths and not mergeable as one duplicate PR." + "reason": "Different bugs and likely different merge candidates: #45548 focuses on EP + ZeRO-3 loading via accelerate launch, while #45662 fixes expert tensors being overwritten by rank-0 broadcast under FSDP2." } ] }, @@ -26674,7 +26519,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26690,40 +26535,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a355ea22ed9384ba5023f446f0c4f10949622a2366bceb22782fea5b4abf25b2", + "prepared_review_unit_hash": "df48794b881a19fbec4f8b5cb6dbe11374432884c788a462db4c7127a69a7c5f", "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 target the same xdist collision problem around captured_info test debug logs. PR 45645 is the broader, more complete change because it includes the xdist-safe output handling plus the CI workflow update needed to consume multiple per-worker artifacts.", - "confidence": 0.86, + "summary": "These two PRs are closely related and appear to address the same xdist captured_info collision problem. PR 45645 is the more complete version because it includes the same testing_utils fix plus CI workflow changes to preserve all captured_info artifacts.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe logging fix and the associated CI artifact aggregation changes, making it the more complete version of the same change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the full fix set: xdist-safe artifact writing and the workflow update needed to collect multiple captured_info files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it addresses the same underlying captured_info xdist collision bug and also preserves CI debug log collection after the filename change.", + "best_pr_reason": "PR 45645 is the strongest representative because it resolves the same underlying bug while also handling artifact retrieval/reporting, making it the more complete and mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision bug for captured_info artifacts; 45645 is a superset that adds the workflow-side handling needed for the new per-worker files, so they could plausibly be merged into one PR." + "reason": "Both PRs target the same xdist captured_info collision issue and touch the same core implementation; 45645 is a superset with workflow support, so they are plausibly mergeable into one PR." } ] }, @@ -26737,7 +26582,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26803,7 +26648,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26819,7 +26664,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "73515709c1e623b9bd4eb8be7c81329ff7f9f5a324c6c0283952a6aa3c7215ab", + "prepared_review_unit_hash": "2f573db00db15f0713ec54347ee6678faeb34f4085b83261849f8dc000d4f67f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26841,18 +26686,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related distributed-training PRs, but not duplicates: PR 46126 is a focused EP + Trainer integration change, while PR 46269 is a broad distributed branch base that spans FSDP, MoE, CI, and many unrelated subsystems.", - "confidence": 0.93, + "summary": "The two PRs are related to distributed-model work, but they are not the same concrete change. #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch-base PR spanning many subsystems; the overlap in filenames is not enough to treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the better canonical PR because it is the most specific, self-contained description of the concrete EP/Trainer change. PR 46269 is a broad integration/base branch and not a single duplicate-worthy fix.", + "canonical_pr_reason": "#46269 is the broader umbrella PR and the better representative of the distributed-branch work, while #46126 is a narrower feature PR nested within that area.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 best represents the cluster\u2019s underlying change surface: a targeted distributed-feature implementation. PR 46269 is too wide-ranging to serve as a clean representative of one underlying bug or change.", + "best_pr_reason": "#46269 is the best single representative because it covers the broader distributed base changes and subsumes the shared files seen in the pair.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files are not enough to make these duplicates. 46126 is about EP + Trainer integration; 46269 is a much larger distributed branch base touching FSDP, CI, MoE, and other areas, so they do not look like the same concrete code-path change." + "reason": "Reject: the titles and diffs indicate different scopes and likely different code-path changes; shared distributed files are not enough to merge them into one PR." } ] }, @@ -26866,7 +26711,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26920,220 +26765,283 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "8289767dc196b3ff6bc6f16f9cb4e2e8a6f260f38adfb92b3c97571017f689b5", + "prepared_review_unit_hash": "4108720d47076afa46600542a75ba275799d5ef0f8c56505d32946053b7aade8", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form several small, unrelated workflow/config changes across different files; the only tight subcluster is the pr-ci-security-gate.yml edits, but those are still distinct hardening tweaks rather than the same fix.", - "confidence": 0.84, + "summary": "The soft edges are mostly false positives: these PRs all touch CI/workflow YAML, but they address different workflows and different concrete behaviors. The pr-ci-security-gate changes are especially not duplicates of each other.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the best representative because it contains the most substantive, concrete workflow logic change in the tightest subcluster (.github/workflows/pr-ci-security-gate.yml) and is the closest thing to a central fix.", + "canonical_pr_reason": "No clear canonical PR: the items split into several unrelated workflow maintenance changes rather than one shared fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46554 is the strongest standalone PR in the set: it changes actual security-gate behavior, has the most direct functional impact, and anchors the only dense similarity cluster.", + "best_pr_reason": "No single PR is a good global representative for deduping; the similarities are mostly superficial (workflow YAML edits), not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behaviors: stdin handling for self-comment-ci vs. security-gate checks." + "reason": "Different workflows and fixes: self-comment CI stdin handling vs PR security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows; one updates comment processing, the other adjusts PR CI security-gate permissions/approval flow." + "reason": "Unrelated workflow changes; one updates self-comment CI, the other changes PR security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different file and change intent; one is CI comment piping, the other is a reusable-workflow note in the security gate." + "reason": "Different file and purpose: self-comment CI scripting vs reusable PR security-gate notes/config." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared underlying bug; self-comment-ci command piping vs. pr-ci-security-gate secrets handling." + "reason": "Different change scope: stdin handling in self-comment CI vs secrets handling for PR security gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and code paths: stdin piping in self-comment-ci vs. shell quoting in build-ci-docker-images." + "reason": "Both are workflow tweaks, but the concrete code paths are unrelated." }, { "left": "pull_request:46432", - "right": "pull_request:46503", + "right": "pull_request:46501", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + "reason": "Different workflows with different goals: SSH runner hardening vs anti-slop permissions." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and concerns: SSH runner secret handling vs. anti-slop permission placement." + "reason": "SSH runner workflow changes do not match reviewer assignment behavior." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "SSH runner setup changes are unrelated to assign-reviewers checkout ref handling." + "reason": "Unrelated CI workflows; one is SSH runner maintenance, the other benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: runner secret cleanup vs. security-gate PR file inspection." + "reason": "Different workflows and problems; SSH runner hardening is not the same as PR CI security gating." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner hardening is not the same change as PR CI security-gate permissions/approval gating." + "reason": "No shared bug/change beyond workflow YAML edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes are unrelated to PR security-gate reusable workflow comments/config." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permission scoping and benchmark trigger expansion solve different workflow issues." + "reason": "Separate workflows: anti-slop permissions vs benchmark trigger conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and distinct changes: anti-slop permissions vs. reviewer assignment checkout ref." + "reason": "Different CI workflows and unrelated behavior." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "No shared underlying bug; anti-slop permissions vs. build-ci shell quoting." + "reason": "Anti-slop workflow update is not the same as build-ci-docker-images shell quoting fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated security/workflow edits in different files; not the same fix." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref fix is unrelated to benchmark_v2 workflow dispatch support." + "reason": "Reviewer assignment checkout fix vs benchmark trigger update are distinct changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow logic and file; reviewer checkout vs. build-ci message parsing." + "reason": "Different workflows; only superficial similarity as CI YAML edits." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and changes; assign-reviewers base-ref checkout is not the same as PR CI security checks." + "reason": "No shared underlying bug or code path." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch trigger expansion is unrelated to build-ci Docker tag detection." + "reason": "Benchmark workflow trigger change and build-image shell quoting fix are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and separate concerns; benchmark triggers vs. security-gate checks." + "reason": "Different workflow files and different behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci shell quoting fix is unrelated to PR CI security-gate behavior." + "reason": "Build-image commit-message parsing is unrelated to PR security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and change type; build-ci parsing vs. security-gate permissions." + "reason": "Different workflows and different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "No common code path; one edits build-image logic, the other PR security-gate workflow config." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow behavior and different affected files." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: 46554 adds checkout/diff-based checks, while 46558 changes permissions and approval gating." + "reason": "Same workflow file, but different fixes: security checks vs permissions/approve gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Comment-only documentation change is not the same underlying fix as adding security checks." + "reason": "Different PR security-gate changes; one adds checks, the other documents reusable workflow usage." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate concerns: file-change inspection vs. secrets inheritance tightening." + "reason": "Different changes to the same workflow file, but not the same underlying fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval behavior is different from the explanatory comment-only tweak." + "reason": "Same file, different behavior: permissions/approval flow vs workflow documentation/comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different concrete changes in the same workflow: job permissions vs. secrets handling." + "reason": "Secrets handling and approval gating are distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A note explaining safety is not the same fix as changing secrets inheritance." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflows and unrelated edits: build-ci quoting vs. security-gate commentary." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "SSH runner hardening and security-gate documentation are unrelated." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Build-ci shell quoting and pr-ci-security-gate secrets inheritance are different code paths." - }, + "reason": "Both touch the reusable security-gate workflow, but one adds comments and the other changes secrets inheritance." + } + ] + }, + "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": "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:46432", - "right": "pull_request:46716", + "left": "pull_request:46174", + "right": "pull_request:46780", "accept": false, - "reason": "Different workflow files and distinct security issues; not the same underlying change." + "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." } ] }, @@ -27146,8 +27054,71 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 30, + "component_index": 26, + "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": "a2d29ba3b7eede5a49abf2df8430642f50c478c4994ed0984512080a82396f73", + "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": "Both PRs fix the same MoonshineStreaming off-by-one in `sliding_window_mask_function` right-window inclusion (`<` to `<=`). PR #47162 is the broader, more complete patch and includes the same MoonshineStreaming change plus tests and an additional Gemma4 fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47162 is the better canonical representative because it contains the same MoonshineStreaming fix as #46310, adds test coverage, and appears to be the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the best overall PR in the cluster because it addresses the target bug with the same code change and includes validation/tests, making it the strongest candidate for merge.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-window off-by-one in the mask function; the differing scope in #47162 does not change that the overlapping fix is the same concrete code-path 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": 27, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27163,12 +27134,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "98dcf398548355261bb8c16a0c2e764e37c97d889bbc2fb5cf51811a186168fb", + "prepared_review_unit_hash": "f5cb0e66304ea628d8058098436f57de2488ebcf34445889b03ca4fac71ea2f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -27176,7 +27147,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -27185,18 +27156,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated tokenizer PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek checkpoint tokenizer-class routing. They do not share the same underlying bug or change set.", + "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode-time leading-space stripping, while the other fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class. They touch different code paths and should not be merged together.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes address different models and different failure modes, so they should stay separate.", + "canonical_issue_reason": "No canonical issue: there are no issue artifacts here, and the PRs address different bugs.", + "canonical_pr_reason": "No canonical PR: the PRs target different model-loading/tokenization problems and are not mergeable into one change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster; PR 46574 is a focused decode bugfix for CodeLlama, while PR 46580 is a checkpoint-selection fix for DeepSeek models, so neither subsumes the other.", + "best_pr_reason": "Neither PR is a global best representative for the cluster because they solve unrelated, model-specific tokenizer bugs.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: CodeLlama decode stripping vs. DeepSeek tokenizer-class selection. They are not mergeable as one PR." + "reason": "Different underlying bugs: 46574 changes CodeLlama decode behavior to preserve leading spaces, while 46580 changes AutoTokenizer checkpoint-class mapping for DeepSeek models." } ] }, @@ -27209,8 +27180,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 30, + "component_index": 28, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27226,12 +27197,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "c3bf6f0ae5760a69ebe51750cd8c87c0ecadb0ceedd3d13beb833cca8693b70f", + "prepared_review_unit_hash": "8f56909e32fcb66959bc3c50a8cd1eaee991714d105c21ae228c62f749358e48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27239,7 +27210,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27248,18 +27219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs appear to address the same FA2 long-context performance regression around eager-vs-compile scalar handling in `modeling_flash_attention_utils.py`; PR #47215 looks like the more complete fix, while #46696 is a narrower earlier patch.", - "confidence": 0.84, + "summary": "Both PRs target the same FA2 long-context performance regression around scalar/tensor handling in flash-attention utilities; #47215 is the broader, more complete fix and subsumes the narrower #46696 change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the better canonical PR because it appears to subsume the narrower scalar-handling fix from #46696 and adds broader coverage/tests/benchmarking for the same FA2 long-context regression.", + "canonical_pr_reason": "#47215 is the better canonical PR: it addresses the same FA2 long-context perf regression with a broader, more complete fix, plus tests/benchmark coverage, rather than the narrower one-file correction in #46696.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the strongest representative: it targets the shared issue #46693, touches the same core utility, and looks like the more comprehensive, merged-together fix path for the regression.", + "best_pr_reason": "#47215 is the strongest representative of the cluster because it covers the underlying regression more comprehensively and is the more polished end-state change.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Accept: both PRs target the same FA2 long-context perf regression and the same core code path in `modeling_flash_attention_utils.py`; #47215 appears to expand on the same eager-vs-compile scalar conversion fix rather than a different bug." + "reason": "Both PRs fix the same underlying FA2 long-context decode/perf regression in the flash-attention code path; #46696 is a narrower subset, while #47215 expands the same fix and could plausibly be merged as one change." } ] }, @@ -27272,8 +27243,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 30, + "component_index": 29, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27289,40 +27260,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "a03ea01174a03baff4de15e6b2cb70ea32101f1ee2ca084f4bf83d98ef3316ce", + "prepared_review_unit_hash": "177152956a5eb5c1a42be42768ffbe800862b0040657b03004c93c453c8949a6", "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": "Both PRs fix padding-mask skipping bugs, but in different code paths and with different triggering conditions: one is batch-size-1 handling in linear-attention model implementations, the other is continued-forward/cache continuation behavior in the shared recurrent mask utility. They are related thematically, not duplicates.", - "confidence": 0.93, + "summary": "Both PRs touch padding-mask handling, but they fix different bugs in different code paths: one corrects batch-size-1 masking in linear-attention model forwards, the other fixes recurrent/cached forwards where continued 2D masks were being skipped. They are related thematically but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47087 is the more canonical change: it has a focused utility-level fix, an explicit issue target, and tests that directly exercise the continued-forward masking path.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the stronger canonical candidate for the cluster theme because it fixes the shared masking utility used by several recurrent-layer models, has a clear bug description, and is tied to an explicit issue target. PR 46773 is narrower and model-family specific.", + "best_pr_reason": "PR 47087 is the best representative of the cluster because it addresses a concrete, well-scoped masking regression with clear tests and a single underlying code path.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying bugs: 46773 fixes a batch-size-1 guard that skips padding masks in linear-attention model forwards, while 47087 fixes recurrent mask creation for continued forwards/cache continuation. Same broad area, but not the same code-path problem and not mergeable as one PR." + "reason": "Same broad masking theme, but different bugs and fix locations: 46773 fixes masking skipped for batch size 1 in linear-attention model code, while 47087 fixes recurrent-layer padding masks being skipped on continued forwards/cache continuation. They would not plausibly merge into one PR." } ] }, @@ -27335,8 +27306,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 30, + "component_index": 30, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27359,12 +27330,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "58c7c2a84fb7c4defb0c9a40b756cdaf8db143e460a3c82dbc06f608c9167f62", + "prepared_review_unit_hash": "1a4ebfe29c9169b3d18a5b086fc3beef32e93b05790fe901e1cc5a10e1c0ca54", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, + "serialized_chars": 11592, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27372,7 +27343,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11591, + "serialized_chars": 11592, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27381,42 +27352,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are mostly unrelated multimodal or generation fixes; the soft-similarity links are driven by overlapping pipeline/test terminology, not the same underlying bug or change.", + "summary": "These are heterogeneous open PRs across unrelated multimodal pipeline, model-processing, and generation code paths; none look like the same underlying bug or change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the most representative single fix in the set: a focused, self-contained multimodal pipeline bug with clear code and test changes. The others address different code paths and behaviors.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the best standalone representative because it has the clearest end-user behavior fix and the broadest but still coherent scope among the PRs.", + "best_pr_reason": "pull_request:47074 is the broadest multimodal pipeline fix in the set and the most plausible representative of the cluster, but it is still not a duplicate anchor for the others.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different features and code paths: image-text-to-text stop_sequence handling vs Qwen Omni batched postprocessing." + "reason": "Different fixes: image-text-to-text stop_sequence handling vs Qwen Omni batched decoding postprocessing; separate code paths and bug types." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but they fix different bugs in different pipelines/processors and are not mergeable as one change." + "reason": "Key normalization in AnyToAnyPipeline is unrelated to Gemma4 audio placeholder validation; they touch different subsystems and failure modes." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "Shared test file is incidental; one fixes AnyToAny input key normalization, the other fixes Qwen Omni batch decode behavior." + "reason": "Shared test file aside, this is an AnyToAny input-key fix versus Qwen Omni postprocessing; not the same concrete bug." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated areas: AnyToAnyPipeline input mapping vs generation candidate length capping." + "reason": "AnyToAny multimodal input normalization and prompt-lookup decoding length capping are different issues in different generation/pipeline layers." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Generation prompt lookup length budgeting is unrelated to Qwen Omni text postprocessing." + "reason": "Prompt lookup candidate length limiting is unrelated to batched text postprocessing in Qwen Omni processors." } ] }, @@ -27429,8 +27400,235 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 30, + "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-47122-9", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47266|pull_request:47282", + "pull_request:47280|pull_request:47281", + "pull_request:47281|pull_request:47282", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "d93c55293376b86182542ecc78170cdabdd158bf70c0f108d8a387cbf1342958", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25385, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25385, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster of model-specific Serge integration-test PRs with a few likely same-fix overlaps. EdgeTam, Whisper, and MiniMax-M3-VL each have a focused PR that appears to be covered by a broader umbrella PR, but 47224 also includes unrelated edits, so treat it as a representative overlap rather than a clean full duplicate. The remaining PRs target different models and failure modes.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the broadest representative in the packet and contains the same EdgeTam and Whisper code-path fixes as smaller PRs, but it also bundles unrelated tokenizer changes, so it is best viewed as the closest umbrella member rather than a perfect subsumer.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the strongest single representative because it spans multiple same-code-path fixes in one place, but its extra unrelated edits make it more of an umbrella overlap than a pure duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: EdgeTam kwarg cleanup vs GLM4V input_ids casting." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure types; no shared concrete bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and load-error workaround; not the same change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same EdgeTam fix in the same code path/files; 47224 bundles it with other changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "EdgeTam backbone kwarg handling vs Whisper generation length logic are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load/offload-folder fix in the same test file; 47280 looks like a fuller version." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both touch load failures, but for different models and different causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error workaround vs GLM4V dtype cast are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba output mismatch vs Whisper generation fix are different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure causes; not duplicates." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and distinct bugs." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon-Mamba test expectation update vs DeepSeek-V3.2 load_error are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation max_length fix vs MiniMax-M3-VL load/offload setup are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; not the same fix." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation bug vs GLM4V input casting bug are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Whisper max_length adjustment in the same file/code path." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Both are load-error fixes, but for different models and different implementation details." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeek-V3.2 offload/setup workaround vs GLM4V dtype conversion are unrelated." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; not duplicates." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix vs GLM4V dtype fix are unrelated." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM4V input casting fix and Mamba2 OOM/test tuning are different bugs." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and distinct failure causes; not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too definitive for the evidence in the packet. The packet supports partial overlap and soft similarity, but it does not firmly establish that the EdgeTam/Whisper/MiniMax PRs are the only true duplicates, nor that 47224 fully subsumes the smaller changes rather than just sharing code paths while also adding unrelated edits. A more conservative summary would describe these as likely cluster members/overlaps rather than definitive duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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", @@ -27446,40 +27644,40 @@ "soft_pairs": [ "pull_request:47165|pull_request:47289" ], - "prepared_review_unit_hash": "7ef97a33d44c119e5b3fe10ed3cb13c5c4629ef80880a80329e4ee5b8e06057f", + "prepared_review_unit_hash": "d7b7ccb3437ced11bfa8c3306efaa7dd986af80b25ef60120b1b46a7693f9764", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5678, - "estimated_input_tokens": 1420, - "estimated_eval_tokens": 3096 + "serialized_chars": 5851, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5678, - "estimated_input_tokens": 1420, - "estimated_eval_tokens": 3096 + "serialized_chars": 5851, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address different changes: one adds FSDP plans for specific model classes, while the other reworks pipeline-parallel native inference and core loading behavior. They are not duplicates.", - "confidence": 0.96, + "summary": "These two pull requests are about different distributed-inference features: one adds FSDP plans for selected model classes, the other implements native pipeline parallel inference and test/marker plumbing. They are not duplicate changes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47289 is the more central, infrastructure-level change in this cluster; PR #47165 is a narrower model-specific FSDP-plan addition and does not overlap on the same concrete code path.", + "canonical_pr_reason": "If one PR must serve as the cluster anchor, #47289 is the better representative because it is the broader feature implementation for pipeline-parallel inference, with supporting runtime and test changes.", "best_issue_reason": null, - "best_pr_reason": "PR #47289 is the best representative because it makes a broader, coherent change to distributed/model-loading inference behavior and has a clear, specific purpose. PR #47165 is a separate maintenance-style update for FSDP metadata.", + "best_pr_reason": "#47289 is the best standalone representative of the cluster since it makes a concrete, end-to-end distributed inference change; #47165 is narrower and only adds FSDP plan entries for a set of models.", "soft_edge_verdicts": [ { "left": "pull_request:47165", "right": "pull_request:47289", "accept": false, - "reason": "Different underlying changes: FSDP weight-planning for certain models vs. pipeline-parallel native inference and loading/config plumbing. They do not fix the same concrete bug or implement the same feature." + "reason": "Different underlying problems and code paths: #47165 only adds _fsdp_plan entries for model classes, while #47289 adds pipeline-parallel native inference infrastructure, markers, and tests. They could not plausibly be merged into one duplicate PR." } ] }, @@ -27492,8 +27690,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 30, + "component_index": 33, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27509,12 +27707,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "b43cac50610cede74f282cc4434165bd44d48a1a1da54c1fee95d719a12e6daa", + "prepared_review_unit_hash": "7f5893e76bdab3f0505abff8b284d710073c9412af533ca7c2a33b2597dfa05b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27522,7 +27720,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27531,18 +27729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one fixes trainer loss scaling with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They touch different code paths and solve unrelated problems.", - "confidence": 0.97, + "summary": "These are unrelated PRs: one fixes gradient inflation in training with label smoothing and gradient accumulation, the other adds/validates `min_tokens_to_keep` behavior for `TopHLogitsWarper` in generation.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47261 is the better canonical PR because it has an explicit issue target and a focused fix for a concrete training-loss bug.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the stronger standalone candidate: it targets a concrete training bug, includes an explicit linked issue, and its diff directly addresses the failure mode. PR #47262 is a separate generation behavior change without overlap.", + "best_pr_reason": "PR 47261 is the best representative of the cluster: it is a specific bug fix with a clear upstream issue link, whereas 47262 addresses a different generation feature/validation change.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different bugs: trainer label smoothing/gradient accumulation vs generation logits warping. They do not appear to fix the same underlying code-path problem." + "reason": "Different subsystems and different underlying changes: training loss scaling vs generation logits warping. They do not fix the same bug or change the same code path." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index f8ca0837ed8a5e27e629be5872f15e297b21f6af..ee77a546eb94075306800ececca7ad7b01d3b7cd 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260713t060023z", + "analysis_id": "hybrid-model-20260713t120047z", "archived_artifacts": { - "hybrid": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260713T060023Z/analysis-runs/hybrid-model-20260713t060023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-13T06:13:48Z", + "published_at": "2026-07-13T12:14:33Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260713T060023Z", + "snapshot_id": "20260713T120047Z", "variant": "hybrid" } diff --git a/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..4e3000a5561ca21df4e1c1372dc5e4830e83c6b0 --- /dev/null +++ b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json @@ -0,0 +1,4425 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260713T120047Z", + "generated_at": "2026-07-13T12:14:31Z", + "evidence_quality": "full", + 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belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b7c8c9c23975435c3ad927da5934810e612bfb98 --- /dev/null +++ b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27755 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260713T120047Z", + "generated_at": "2026-07-13T12:14:31Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, 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I found a few true duplicate pairs (docs cleanup, Deepspeed ZeRO-3 BERT IndexErrors, torch version incompatibility, and Qwen3.5 MoE rotary embedding materialization), but most other pairs are only superficially similar and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it spans unrelated bugs and docs regressions; the strongest duplicate subgroups are small and topic-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen as the best representative, issue:44509 is the cleanest narrowly scoped example of a real duplicate subcluster (paired with 44512) and is easier to canonicalize than the broader, more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute missing vs streaming chat/completions runtime error; same model family is not enough." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and symptoms: AMD GPU support vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: multimodal dtype mismatch vs GPU backend failure on GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend issues, but they affect different models and mechanisms." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/runtime failures; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS GPU failure is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue vs device-mapping CUDA assert are not the same problem." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG examples docs are different topics." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both report v5 docs still referencing removed user-facing features; same docs cleanup change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and training resume/trust-remote-code are separate training issues." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code failure is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different forward-pass failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related errors, but one is ZeRO-3 init with BERT and the other is a masking/indexing mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed ZeRO-3 Bert init issue is unrelated to resuming locally downloaded remote-code training." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both mention IndexError, but the underlying triggers differ; not enough evidence they are the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index mismatch is not the same as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: generic indexing error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume problem and broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl embedding path is unrelated to training resume with remote code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different Deepspeed-related failures: collective mismatch vs BERT ZeRO-3 zero-sized parameter error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both are the same ZeRO-3/BERT zero-sized tensor IndexError family and plausibly one fix." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy issue and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error and LoRA reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different areas." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a 2-D weight error and the other is a collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral multimodal dtype mismatch is unrelated to YOLO device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a generic mask shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS MoE histogram error is unrelated to YOLO multi-GPU device-map auto." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE rotary embedding state/materialization bug around CPU offload/meta-to-empty handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and CustomTrainer compute_loss signature change are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert zero-sized tensor issue and GPT-OSS TP issue are different failures." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same broad DeepSpeed/TP area, but not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Multimodal dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3 NVFP4 failure and AMD GPU support failure are different model/backend problems." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video chat template mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig sliding-window attr error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility complaint, with only wording differences." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The accepted duplicate pairs are plausible from the titles, and the rejected pairs avoid over-merging mostly related-but-distinct bugs. No mergeability issues since there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "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:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "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" + ], + "prepared_review_unit_hash": "b570723c78ae49257dff06aa0ca952e6b4df773b3b99ca5af6021b35ff326b8e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: version-regression reports, model-specific loading bugs, device/quantization issues, and a few docs-only problems. Only one soft pair looks like a true duplicate family: the AutoTokenizer wrong-token-id regression across model families.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45920 is the best issue anchor because it captures the broad v5 AutoTokenizer token-ID regression across multiple model families; issue:45812 appears to be the narrower Granite-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative of the only clear duplicate family in this set and has the broadest scope among those near-overlaps.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are release-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is USE_DISTRIBUTED=0 support in v5.9.0; different failures and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to the PyTorch distributed-support regression in 46304." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is a different problem from Sam3 text-encoder weights not being loaded." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both mention model/runtime errors, but Gemma3TextConfig missing an attribute and Qwen3 auto-device-map cuda asserts are distinct bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit an IndexError with ZeRO-3, but one is Gemma3ForConditionalGeneration and the other is BertModel/non-pretrained loading; not clearly the same root cause." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but one is a stale pipeline parameter doc and the other is a removed CLI command; unrelated edits." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU failures for GPT-OSS-20B and table-question-answering crashes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup errors are a different incompatibility from the distributed-support regression in 46304." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 video StopIteration are different runtime issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video-token/template mismatch affect different models and code paths." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint loading and Nvidia ModelOpt compatibility for DiffusionGemma are different issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to stale documentation examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage on recent transformers versions is broader, but it is not the same bug as the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across model families; 45920 is the broader instance and 45812 is Granite-specific." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to RAG documentation drift." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "A corrupted checkpoint is not the same as a model implementation failing to load checkpoints." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params keyword-argument incompatibility is separate from the PyTorch distributed regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but Gemma3TextConfig missing sliding_window_pattern and Qwen3-MoE sliding_window issues are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Two IndexErrors under different conditions and models; the mask-shape mismatch is not clearly the same as the ZeRO-3 BertModel size-0 error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 loading/running failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model-specific bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a v5.4.0 pydantic PretrainedConfig breakage are not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both involve compiler/tracing regressions, but Mixtral grouped_mm tracing and Sam3 bf16 compilation are different model/operation failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash do not share a root cause." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is chat/completions streaming inference failing; different surfaces and likely different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A ZeRO-3 index error with BertModel is not the same as a torch/transformers version compatibility issue." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing failures and YOLO multi-GPU auto device-map failures are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 PLE device mismatch are different model-family regressions." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram_mps integer support error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern errors are separate problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral and an MPS histogram kernel error are unrelated backend issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/model execution, but a grouped_mm tracing failure and an autocast dtype mismatch are distinct bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and TypeError about non-template nodes do not share a code path." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU auto device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "These are both IndexErrors, but the specific shape-mismatch in 41093 is not the same as the ZeRO-3 empty-tensor error in 41762." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code model_class.config_class errors are separate failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonicalization is well-grounded: 45812 and 45920 are both clearly the same AutoTokenizer wrong-token-ID regression, with 45920 the broader anchor. The rest of the pairwise rejections stay conservative and the cluster summary does not overclaim beyond the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "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:39186|issue:44918", + "issue:43716|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" + ], + "prepared_review_unit_hash": "9b9ceebfbdeb82ef428f8252357fff7a8336689415317ec35ff47fa343cdced5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38033, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model/config/runtime issues. The only clear duplicate-like pair is the trust_remote_code dynamic-module cache/custom-module loading bug; the other soft matches look like false positives.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the best canonical for the one real duplicate-like pair: it states the concrete wrong-custom-module loading failure directly, while issue:45632 is the narrower cache-path collision symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the clearest, most actionable bug report in the set and the strongest representative of the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Config-field breakage vs pydantic/PretrainedConfig validation; related theme, not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/transformers compatibility issue vs a device_map forward-device mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Model load failure in vLLM vs a request for GGUF support; different problems." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility vs a bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention indexing/shape failures, but they point to different code paths and models." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs compilation regression; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch vs chat/completions streaming failure; different root causes." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support request vs a Qwen3.5 streaming-inference bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized bug vs a PretrainedConfig field break; same ecosystem, different failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression vs tied-weights handling; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs config-field/pydantic breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure vs a bf16 compile regression." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs compilation regression; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes and triggers are different." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image dtype mismatch vs video token/feature mismatch; different multimodal failure modes." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code model breakage vs torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern video input, but one is a broad v5.3 regression and the other is a specific chat-template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2 quality/behavior, but one is text embedding quality and the other is pipeline/model output corruption." + }, + { + "left": "issue:46468", + "right": "issue:46661", + "accept": false, + "reason": "Official example breakage vs remote-code config_class AttributeError; different failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error vs SFT trainer mask/embedding unpacking error." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Dtype mismatch in image preprocessing vs Qwen3.5 embedding unpacking; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression vs flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs GLM5; unrelated model-specific issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same dynamic-module cache / trust_remote_code bug: leaf-dir cache collision leading to the wrong custom module being loaded after save_pretrained/from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config loading failure vs flash-attn2 fallback checks; different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they target different model families and concrete failures." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA-indexer discussion vs a docs typo/removal note; not duplicates." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior vs tied-weights regressions; too broad to merge." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo vs outdated run-command docs; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash vs tied-weights handling; different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Embedding unpacking failure vs invalid-method call in GraniteMoEHybrid; unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are input-validation bug reports, but they describe different validations and error messages." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping bug vs uninitialized rotary-embedding memory after materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 installation/availability issue vs remote-code config_class attribute error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45632/issue:45698, is a plausible single trust_remote_code/dynamic-module bug, and the rest are reasonably treated as false positives given the titles and lack of stronger shared 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": 4, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "a8c316ed9479e6c0625eab64c69e9a57d01028e0f2b684d0480e21ec4186f8fb", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "This cluster is mostly a loose collection of unrelated Transformers regressions, but it does contain multiple tight duplicate subclusters: the non-persistent-buffer corruption regression centered on #43950, the Gemma4 quantized vision/audio dtype-cast pair (#46899/#46932), and the static-cache `get_seq_length()` contract pair (#45987/#46858). #43950 is still the best overall anchor for the largest and most explicit duplicate set, but it is not the only cohesive pocket in the cluster.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #43950 is the clearest statement of the non-persistent-buffer corruption regression and best captures the largest duplicate subcluster, with direct overlap to #43644, #44534, and #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest global issue anchor because it states the root regression most explicitly and sits at the center of the largest confirmed duplicate cluster, even though smaller cohesive duplicate pairs also exist elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated failures: tokenizer detokenization vs Qwen NVFP4 runtime/load error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and concrete symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example issues and a text-embedding quality regression are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: transformers v5 corrupts/fills non-persistent buffers with junk on load." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer kwarg mismatch vs DeepSpeed ZeRO-3 load IndexError." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both are Mamba2-related, but they affect different code paths and model implementations." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression; one report is the generic bug, the other a specific manifestation." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Distinct compatibility problems: bitsandbytes parameter handling vs missing storage type." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 4-bit quantized vision/audio dtype-cast bug; #46932 is explicitly marked as the same issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different topics: SigLIP2 embedding quality regression vs tokenizer-version-induced tokenization changes." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but different concrete model families and code paths." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "A dtype mismatch under autocast is not the same bug as the Qwen3.5 flash-attn packed-sequence crash." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 symptoms: zero probabilities vs worse text embeddings." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same static-cache `get_seq_length()` contract bug; both reports describe the wrong return type breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression, with `inv_freq` corruption as a model-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but the reported failures are different enough to keep separate." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash-attn packed-sequence crash vs CPU-offload rotary-embedding incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-state rebuilding is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and int4 OOM are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise and a hard model-load failure are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs early-stopping metric selection are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug vs AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but one is generic noise and the other is a specific model load failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` config-field loss is a specific bug; the other is a broad remote_code umbrella report." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes incompatibility are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44928", + "accept": false, + "reason": "ImportError and flash-attn position_ids crash are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory use are separate issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message and missing `all_tied_weights_keys` are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main anchor choice is plausible, but the writeup overstates the structure of the set: there are at least two other clearly cohesive duplicate pairs/subclusters here as well (issue:46899\u219446932 and issue:45987\u219446858), so calling the non-persistent-buffer cluster the 'only clearly cohesive duplicate subcluster' is too strong. The rest of the verdicts are mostly conservative, but that overclaim makes the summary insufficiently grounded." + }, + "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": 5, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43881|issue:43883", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "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:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "15bd43fb3090c2da0baddceeae9ce86e17ca8e3c09139360e6e83bfbaa760232", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly mixed cluster. Clear duplicate-like pairs are the docs pipeline-task cleanup reports, the mask-shape IndexError reports, and the CohereASR/Florence2 training-loss double-shift pair. The remote_code reports 45020 and 46661 are related, but the packet only supports them as similar failures, not a confirmed same regression.", + "confidence": 0.63, + "canonical_issue_reason": "issue:46894 is the clearest duplicate anchor in the packet: issue:46897 describes the same training-loss double-shift bug pattern on another model. The packet does not support extending that subgroup beyond these two reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest actionable issue in the packet, but only as a loose thematic anchor for remote_code loading failures; the evidence does not justify merging issue:46661 into the same regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes: tokenizer regex patch crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: MPS int histogram error vs device_map auto forward mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are loading-related, but the model families and concrete errors differ." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code compatibility break vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related model-loading area, but one is add-new-model-like mapping failure and the other is remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete code paths: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but on different models and different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression vs remote_code model-loading regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different training-time behaviors: version incompatibility for qwen3_moe vs a LoRA warning about tie_word_embeddings." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer utility area, but convert_ids_to_tokens vs convert_tokens_to_ids are different bugs and the packet does not show a shared root cause." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel loading, but one is text_config unwrapping and the other is missing config_class on remote-code models." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they point to different model families and different preprocessing changes." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "The packet shows close similarity in remote_code loading breakage, but not enough evidence that they are the same underlying regression." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures with different missing pieces, not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report docs still referencing pipeline tasks removed in v5; same docs cleanup/change." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weights bug in one model vs silent non-persistent-buffer corruption in from_pretrained." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern, just reported on different models." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Audio model can't run vs a low-level fbank feature extraction issue; not clearly the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed issues: ZeRO-3 weight loading vs gradient averaging with GAS and model_accepts_loss_kwargs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss signature kwarg vs mask/index tensor shape mismatch." + }, + { + "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 capability flag on a remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar ZeRO-3 load failures, but different model variants and symptoms; not enough to treat as the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Distinct model-loading failures for different architectures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated errors: DeepSpeed weight shape/runtime error vs segmentation-map processing failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs, but one is a broad regression across several models and the other is a specific StopIteration path." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError family: mask length and indexed tensor length mismatch with the same underlying shape bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: RLHF gradient explosion from 3D position_ids vs flash_attention sink-less s_aux handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausibly mixed, but the summary is a bit too strong for the packet. It introduces a Qwen/Cohere/Florence double-shift subgroup, while the packet only supports CohereASR and Florence2 (plus an outside reference to Moonshine). Also, the 45020/46661 remote_code pair is related, but the packet evidence only supports a close similarity, not a confident statement that 46661 is the same underlying regression. Please make the subgrouping more conservative and stay strictly within the packet." + }, + "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": 6, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "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:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:41553|issue:44488", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "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" + ], + "prepared_review_unit_hash": "060b8e52027f3aab79bacbde6c2f66a981766dc28efa6f3f274a6d80f1c2b066", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37342, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports. The only strong duplicate-style pairs are the custom model initialization regressions and the two SigLIP2 bad-output reports; the rest look like separate issues in different models/code paths.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the custom-model initialization regression; issue:43645 reads like a notebook-specific manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative because it is general, concise, and likely subsumes the more specific notebook report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: image preprocessor dtype mismatch vs broken example loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both involve model behavior, but one is GGUF architecture support and the other is an autocast dtype mismatch on a different model." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and failures: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but they target different model families and different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but the affected models and the reported bug shape are different." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen-family MoE models, but one is GGUF support and the other is a sliding_window bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "One is a DeepSpeed ZeRO-3 BertModel IndexError; the other is a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position logic, but they are different models and different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: GGUF architecture support vs missing Float8 storage type." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: ZeRO-3 IndexError on non-pretrained Bert vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different execution contexts and distinct bugs: FSDP2 KeyError vs device_map mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/whisper workflows and different error conditions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config failure vs meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal model issues, but the concrete bugs and model paths differ." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing import for a specific VL class; the other is a meta-device loading regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but they concern different models and likely different loader code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Completely different topics: script execution failure vs GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures: video StopIteration vs MPS histogram kernel missing for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These read like the same regression: custom model initialization broken in Transformers 5.0.0, with 43645 just adding the Jupyter notebook context." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen3-vl video StopIteration vs a generic mask shape IndexError." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/position bookkeeping, but the concrete failures and affected backends are different." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: GenerationMixin import error vs Qwen3 MoE fine-grained FP8 execution failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version breakages in different code paths; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "One is a torch.compile/SDPA issue on Bamba; the other is a FlashAttention position_ids bug on Qwen3.5." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related area, but not the same concrete problem: ineffective gradient checkpointing vs a checkpointing error with ZeRO-3." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping bug is not the same as a generic torch compatibility issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different concerns: model registration/template logic vs Gemma4 device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths; no evidence of a shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model regression: both report incorrect/zero/nonsensical outputs for google/siglip2-base-patch16-224." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures on different model families." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert IndexError is unrelated to the tokenizer-mapping registration bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures in different subsystems: Bert/ZeRO-3 loading vs tokenizer mapping registration." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-style pairs are well supported by the issue titles, and the remaining soft-edge verdicts appropriately avoid over-merging unrelated model, loader, and backend-specific 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": 7, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "e6d756dffea128f64b58348c65db2ea021f8486e9e037da892c2aa3e25997ff0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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": "Mostly unrelated cluster. The strongest issue anchor is the Transformers v5 non-persistent-buffer regression around issue:43644, with issue:44534 as a very likely same-regression match based on near-identical titles. The Gemma4 4-bit multimodal pair looks like a plausible same-bug match, but the evidence is still hedged rather than exact.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the best canonical anchor for the Transformers v5 non-persistent-buffer junk regression; issue:44534 looks like a very likely same-regression follow-up based on near-identical wording, so this is the cleanest mini-cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue to represent the repeated Transformers v5 buffer-corruption regression, with the broadest and clearest title for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal inference failure pattern: both point to unsafe dtype handling in audio/vision embedders." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer-mapping edge case vs a mask/tensor shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized behavior vs a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload, but the reported bugs are different: dequantized model offload vs Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a docs example with model/processor mismatch plus quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but the failures are different: cudaErrorAssert on device mapping vs FineGrainedFP8Config loading." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Very likely the same Transformers v5 non-persistent-buffer junk regression based on near-identical titles and symptom wording." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No concrete overlap beyond both mentioning loading/performance issues." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and symptoms: Qwen3 MoE checkpoint compatibility vs Gemma4 token embedding resize behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated models and bugs: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles point to different checkpoints and no shared root cause is evident." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Qwen3.5 TP plan OOM/shape error." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is ZeRO-3 load failure and the other is incorrect save_pretrained visual keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Completely different issues: GraniteMoEHybrid invalid method call vs a broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is from_config/config dtype staleness." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but buffer corruption is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they affect different repositories with no clear shared bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs-example mismatch/quantization failure and the other is nonsensical pipeline output." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 MoE accelerate+deepspeed conversion vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and bugs: Qwen3 MoE compatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading bugs for different models; no shared code-path is shown." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but the causes differ: Qwen3 MoE training efficiency vs int4 quantization reserved-memory regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math vs optimizer argument handling are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated models and bugs: GLM5 vs sinq save/load breakage." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading/saving state, but extra_state handling and init_empty_weights/_is_hf_initialized are different bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer/model paths and different model families." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-pair judgments are mostly conservative, but the anchor/canonical reasoning overstates what the packet supports. The packet does not show an explicit duplicate link for issue:43644\u219444534, so wording like \"direct duplicate target\" and \"exact duplicate partner\" is too strong. Please downgrade that to something like \"very likely same regression based on near-identical titles.\" The Gemma4 pair is also only a plausible match, not an exact duplicate, so the summary should keep that hedge." + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:44910|issue:45588", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43828|issue:43957", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "a6d5e27caa99ab09708c051974cb139bd429345873f6a92bcdd9e1881e8580ea", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36187, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports spanning loading, quantization, generation, and model-specific regressions. The only clear duplicate-like pair is the token-embedding resize regression around Gemma4/output embeddings.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45276 is the most informative representative of the resize_token_embeddings regression: it names the affected model family, the missing update to output embeddings, and the related embed_tokens_per_layer symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 best captures the underlying bug at the right level of detail and is broad enough to represent the resize-token-embedding/output-embedding failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports with no evidence they share the same concrete code path or fix." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same general resize_token_embeddings area, but one is Gemma4-specific with extra embed_tokens_per_layer behavior and the other is a t5gemma decoder embedding issue; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different entrypoints: transformers chat crash vs transformers serve processor attribute error." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both involve compatibility/loading problems, but one is Torch version incompatibility and the other is meta-device loading regressions; different underlying causes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch and mmap/OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model loading problems, but one is tokenizer vocab mismatch and the other is a separate model-load failure; not the same issue." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 position_ids memory-access crash and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model families and failure modes: CUDA assert during auto device mapping vs embedding/token leakage in batched audio inference." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example errors and a generic GLM5 issue are not the same bug or change." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different models and different generation paths; no evidence they are the same fix." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/quantization, but one is offloading behavior with quantization and the other is increased reserved CUDA memory under int4; different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma subsystems: Gemma4 FSDP2 attention state vs Qwen3.5 MoE rotary embedding CPU offload." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment semantics and VideoPrism output field wiring are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized loading error is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and disabling mmap on Strix Halo are separate memory/loading problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leakage is unrelated to Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated API issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and Gemma4 shared_kv_states bug affect different models and code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization-driven reserved-memory growth and Strix Halo mmap OOM are different memory issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and a broken official Nemotron example are related only by model family, not by the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated, and 45276 is the broader report with the extra Gemma4-specific symptom." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common are separate tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuild are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and extra_state save/load handling are different model lifecycle issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The accepted 45276/45292 pair is well supported by the titles/body text, while the other rejections avoid overclaiming shared fixes across model-specific or unrelated failures." + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "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:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43425|issue:46869", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326" + ], + "prepared_review_unit_hash": "825e64931ab13d655dbee245519d9222c1a8303b8e61124116f8df78fb73f3fc", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 regression issues (tokenizers, model loading, training, docs, dtype/device mismatches). I only found one soft pair that plausibly describes the same underlying bug: resize_token_embeddings not updating the effective embeddings in T5Gemma-style models.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45292 is the broadest, most generally worded resize_token_embeddings regression, and it can subsume the more model-specific T5Gemma report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the accepted duplicate-like pair because it names the shared API failure mode rather than a single model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load flows, but one is about read-only file permissions during save_pretrained and the other is about loading the wrong custom module. Different bugs." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility and a Sam3 bf16 compilation regression are different code-path failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 save_pretrained checkpoint regression are unrelated model-specific issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings regression: embeddings are resized but the effective output/decoder embeddings are not updated correctly." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "A Float8 storage lookup error and an mmap/OOM workaround on Strix Halo are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "These are similar double-shift training-loss reports, but they are for different model implementations and there is no evidence they share the same concrete code path." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer max_steps calculation on resume are distinct bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab/special-token mismatch and failure to load ScandiBERT are not the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "General Torch 2.10 incompatibility and a Phi-tiny-MoE autocast dtype mismatch are different regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a performance regression in convert_tokens_to_ids; the other is a Codellama encode/decode spacing regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token IDs are wrong, but the slowdown in convert_tokens_to_ids is a separate issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache failing on Qwen3.5 and a template-node compilation error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and a tokenizer-version tokenization change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Loading models with base_model_prefix and custom model initialization in Jupyter are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and a Mistral-3 image preprocessor dtype mismatch are distinct." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regressions and inconsistent from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video input regression and a mask-shape IndexError are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different API/task removals and do not share the same bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrapping text_config in from_config are separate loader/saver issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Bad SigLIP2 outputs and ModelOutput key assignment with None values are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "A T5 tokenizer method conflict and gguf_file loading failures are different tokenizer/model-loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and Perceiver interpolation failures are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash are not the same bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and a mistral_common continue_final_message bug are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model-specific tokenizer load regression and the other is a regex patch crash in Mistral handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:45292 vs issue:45335, is strongly supported by the matching resize_token_embeddings symptom and high textual overlap. The other pairs are rejected without overreaching, and the cluster-level characterization as mostly unrelated regressions is reasonable." + }, + "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": 10, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:45859", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050" + ], + "soft_pairs": [ + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43541|issue:45084", + "issue:39404|issue:44671", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "8c8b628293be7cba23d0375f20989f9bbbee6fa90859b3042f61fa8360f3505e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Cluster is mostly a grab bag of closed Transformers v5 regression reports, especially tokenizer/model-loading and model-initialization failures across unrelated models. No pull requests are present. The soft pairs are generally only superficially similar, so I would keep them separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the best representative because it is the broadest, most general v5 regression in the set: custom model initialization breaking, which fits the cluster\u2019s overall theme of loading/init regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster since it is broad, user-facing, and likely to encompass multiple custom-model init breakages better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they concern different models and likely different failure modes (masked LM predictions vs loading a specific tokenizer)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and gpt-oss quantization fallback are unrelated code paths and subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both mention Gemma4 multimodal behavior, but one is a runtime device-map mismatch and the other is a 4-bit dtype-cast problem in embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are different API areas and unrelated bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "These are both training-loss bugs, but they affect different model families and are not clearly the same underlying loss computation path." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is mmap OOM on Strix Halo; no shared code-path bug is evident." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed Zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but they appear to be separate repository/model-specific issues rather than the same bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage and fp16 ONNX attention dtype mismatch are different defects in different execution paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer not loading from repo and a Mistral regex patch crashing on backend_tokenizer are different tokenizer bugs." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "The titles suggest a similar training-loss symptom, but they are model-specific reports and not enough to treat as one concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer attribute conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL models, but one is a version-specific loading regression and the other is a weight-shape mismatch for a specific checkpoint." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and a template-node compilation TypeError are different problems." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is ignoring tokenizer.json on load and the other is incorrect output in DeepSeek-Coder after a prior fix; not the same bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are unrelated model-architecture regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and compiled flex_attention are unrelated areas." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and a template compilation error do not share a code path." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked LM prediction issues are different model-specific bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures with different checkpoints and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different subsystems and not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a benchmark and tokenizer post-processor update behavior are not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload concerns, but they affect different models and different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable-dataset finetuning and mistral_common continue_final_message are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization junk and custom model initialization breakage are both v5 regressions, but they do not look like the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:43262|issue:43377", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:43404|issue:44466", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "182a30a7b188908895f0e1b35fd52eb2866796710bfb2ccfc325ac391349adb2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly only superficially related by subsystem or release, not by the same underlying defect. I would reject every soft edge. There are no PRs in the set. If one issue has to serve as the representative anchor, issue 43646 is the clearest standalone regression report.", + "confidence": 0.81, + "canonical_issue_reason": "No true duplicate cluster stands out; if a single anchor is needed, issue 43646 is the cleanest and most general regression report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43646 is concise, reproducible, and broad enough to represent a custom-model initialization regression better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: one is missing TensorFlow from an install extra, the other is a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a specific unsupported argument in LasrFeatureExtractor and the other is a generic fbank extraction issue." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated failures: Apple Silicon TypeError in caching warmup vs Transformers v5 breaking the _is_hf_initialized flag." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "No concrete overlap: a template compilation TypeError versus an invalid-method call in GraniteMoEHybrid." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different paths: dequantized model offload with device_map=auto versus Qwen2.5-GGUF loading under v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different components and failure modes: PEFT local checkpoint loading versus tokenizer continue_final_message handling." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same family (xLSTM) but different bugs; one is multiple training blockers, the other is a train-mode unpacking crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely unrelated models and symptoms: Whisper runtime failure versus YOLO multi-GPU device-map loading failure." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom models, but one is notebook initialization and the other is remote-code from_pretrained config_class handling." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: generic loading noise versus a crash in the Mistral regex patch helper." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both audio-adjacent, but one is an apply_chat_template sampling-rate default and the other is missing padding-mask support in MIMI encoder outputs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No meaningful overlap: FineGrainedFP8Config failure in Qwen3Moe versus template compilation TypeError." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different regression classes: custom model initialization breakage versus non-persistent buffers being filled incorrectly." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures: one is loading physical-intelligence/fast, the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern model math consistency, but batched-vs-single MIMI encoding and DAC from_latents mismatch are separate defects." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and symptoms: Qwen3.5 hidden-states behavior versus Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training control-flow bug about early stopping metrics versus an unrelated TrainerState token counter not updating." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve recent v5-era regressions, but one is Qwen3Moe FP8 config and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head behavior, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer construction conflict for T5 is unrelated to the MobileLLM-125M key error on load." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/loading failures: AddedToken special-arg conflict versus model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model fails for unclear model-specific reasons, while the other is a tokenizer regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model types and bugs: Siglip2 nonsensical outputs versus OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma-family issues: a variable-name collision in forward versus unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage issues: Qwen3Moe FP8 config versus missing Float8 storage type." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:44877", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:36032|issue:41720", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:44479|issue:45325", + "issue:43883|issue:44488", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43883|issue:44991", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "a5fda3f0a88f86896008a15bc6bddde50d5486d7672e5672ee463645cf6c2c8e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only see two true duplicate/continuation pairs: the Qwen3.5 save_pretrained regression (45216/45357) and the `_is_hf_initialized` loading regression (43872/44291). The rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43872 is the strongest anchor overall: it has a clear, specific failure signature, downstream references, and a close duplicate candidate that points to the same `_is_hf_initialized` compatibility break.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue because it is a high-signal regression report with broader impact and a clean duplicate-like follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config-related, but one is a Qwen3-MoE sliding_window bug and the other is a granite_speech strict-config issue; different code paths." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "One is a missing `supports_gradient_checkpointing` flag, the other is a PEFT+ZeRO-3 checkpointing error; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled-forward inconsistency vs `StaticCache.get_seq_length()` return-type mismatch; unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3 auto device-mapping CUDA assert; no shared concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure and processor image-size mismatch are different issues." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both are v5-era API breakages, but one is `_is_hf_initialized` and the other is `window_size`; different failure modes." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next loading vs a video-input `ValueError` in Qwen3OmniMoe; different concrete bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation synchronization overhead is a performance issue; cache length shape/type is a correctness bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL position/video handling, but one is a broad video-input regression and the other is a still-image temporal scaling bug; not enough to call them the same." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "`all_tied_weights_keys` missing vs a model-loading failure for `cjvt/sleng-bert`; different symptoms and likely different causes." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility vs noisy loading messages; not the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding_window behavior; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL temporal position-id scaling; different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` regression; the later one is a narrower restatement about incorrect visual encoder keys." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both point to the same `_is_hf_initialized` argument compatibility break in transformers v5-related loading paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are transformers v5 regressions, but one breaks loading via `base_model_prefix` and the other corrupts non-persistent buffers; distinct code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "`_torch_extract_fbank_features()` vs compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype/quantization-related multimodal issues, but they involve different models and different casting paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise vs tokenizer load failure; different severity and cause." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs PEFT-adapter local checkpoint loading; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token-ID regression vs CodeLlama leading-space round-trip bug; both tokenizer regressions, but not the same one." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs missing gradient-checkpointing support flag; different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` kwarg vs missing Float8 storage class; unrelated loading failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime/load failure vs storage-object lookup failure; no shared root cause." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training-related, but multi-GPU training and multi-image iterable-dataset failures are different problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to the multi-image finetuning failure." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "A v5 initialization/API regression and a Strix Halo mmap OOM workaround are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression vs `batch_decode()` ignoring `skip_special_tokens`; different behavior." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs an accuracy regression after upgrade; too broad to merge." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing `all_tied_weights_keys` vs tokenizer loading failure for a specific model; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well supported by the issue titles/descriptions: 45216/45357 are clearly the same Qwen3.5 save_pretrained regression, and 43872/44291 both point to the same `_is_hf_initialized` compatibility break. The other pairwise rejections are appropriately cautious and do not overstate duplication." + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "245a52f3eeef38d95f1c2d6b7c030ba5f6c1283271541d8b99071f86a6607a28", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous mix of closed/open issues across unrelated areas (multimodal vision, tokenization, config loading, offloading, packaging, docs). Most soft pairs are only superficially similar; only a couple look like the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated regressions and feature bugs rather than one duplicate theme.", + "canonical_pr_reason": "No PRs were provided in this cluster, so there is no canonical PR candidate.", + "best_issue_reason": "No global best issue: the cluster is not a coherent duplicate set, so no single issue cleanly represents it.", + "best_pr_reason": "No PRs in the input, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading regressions, but one is Qwen3-MoE sliding_window behavior and the other is init_empty_weights/_is_hf_initialized handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failure modes: Qwen2.5-GGUF loading under v5 vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated problems: cudaErrorAssert with Qwen3 auto device mapping vs Mistral tokenizer regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow packaging/backend, but one is missing tf from the torch extra and the other is a tensorboard-only backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Related tokenizer regressions, but one ignores tokenizer.json while the other mis-tokenizes Granite models; not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both are loading/tokenizer-related, but Qwen2.5-GGUF v5 loading is unrelated to CLIPTokenizer's huge model_max_length." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend issue vs model loading failure in vLLM; not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different issues in the memory/offload space: dequantized model offload loading vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs and different removed/example content." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers 5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but they affect different models and different mechanisms." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure bugs: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization bug vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images per prompt and the other is video position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both involve vision models, but the first is Video-LLaVA architecture/loading and the second is Qwen3.5 save_pretrained key handling." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 implementation issue: HF vs JAX discrepancy aligns with the model producing nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id/rope-index bug in transformers 5.3.0, just manifested for still images vs video input." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config strictness regressions, but they involve different models and different failure points." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different degenerate-training bugs: flash_attention_3 vs single_label_classification with num_labels=1." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-image prompt issues, but one is finetuning with multiple images and the other is image-placeholder placement in user text." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problem domains: Qwen3MoE FineGrainedFP8Config failure vs Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is clearly heterogeneous, there are no PRs to canonicalize, and the conservative stance on most soft pairs matches the item titles. The two accepted soft pairs are plausibly the same underlying bug family (SigLIP2 implementation discrepancy; Qwen2.5-VL position/rope indexing), and the other verdicts avoid overclaiming. No mergeability issues apply because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:41553|issue:43582", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "7b752aedfa116adbc4248da3bcbb35910c836d5644aed05ed2407b3d1fa3f354", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: the items share broad themes around Transformers model loading, generation, tokenization, and offloading, but the soft pairs are not the same concrete bug/change. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest umbrella among the set (offloading + quantization) and has the strongest potential to absorb nearby loading/offload reports, though the cluster is still too mixed to treat it as a true duplicate anchor for most items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster because it is open, broadly scoped, and closer than the others to multiple offloading/loading regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a video-input vision_position_ids regression; different models and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark vs torch.export failure for torch_compilable_check; unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms: video-input regression vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss is not the same bug as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE vs a TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting vs GraniteSpeech PEFT checkpoint loading; different layers of the stack." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug vs inputs_embeds/past_key_values generation issue; not the same failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values vs Qwen3 auto device-map assert; different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but different models and distinct failures (cuda assert vs PLE mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation vs export failure for torch_compilable_check; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are model computation mismatches, but Bark CPU-offload failure and DAC STE mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVision vs torch.compile+SDPA bug in Bamba; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed loading bug vs missing supports_gradient_checkpointing flag; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 forward device mismatch vs TimesFM window_size AttributeError; different areas." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue vs FineGrainedFP8Config failure in Qwen3Moe; different components." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on a model vs ineffective gradient checkpointing with LoRA; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS special tokens on one tokenizer vs wrong token IDs across many tokenizers; different regression classes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug vs OmDet-Turbo processor/model size mismatch; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying bug vs dtype mismatch in bfloat16 inference; different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffer initialization regression; not the same issue." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a specific dequantized-load failure and the other is a broader offloading regression." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API signature mismatch vs 3d_parallel.py execution failure; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BitNet packed-weight unpacking during accelerate load; different models and fixes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding inconsistency vs Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm config missing pad_token_idx vs Qwen multimodal config unwrapping; different config-loading bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segfault on load; different families and failure modes." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking bug vs tokenizer lookup performance regression; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer loss-signature error vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech vs tokenizer loading failure for est-roberta; different artifacts." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load-time segfault vs sinq save/load quantization breakage; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but cudaErrorAssert under device mapping is not the same as flash-attention generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:46612|issue:46858", + "issue:36010|issue:42617", + "issue:43881|issue:44488", + "issue:43646|issue:46665", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:41720|issue:45161", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:44423|issue:45406", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "9af34760c42f875ad70b8477b63856a60efab6a2e5ba23f1fd2d18c664922452", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: the items share broad themes like checkpointing, quantization, device-mapping, tokenization, or multimodal loading, but each pair points to a different code path and fix. No PRs are present; 43873 is only the best issue anchor because it is the broadest active offloading/quantization report.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical duplicate stands out across this heterogeneous set; if forced to pick an anchor, 43873 is the broadest active issue because it has the most discussion/inbound references and sits at the center of the offloading/quantization subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most useful representative issue: it is active, broad, and closest to the main recurring theme of offloading/quantization/device-placement problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory pressure, but 44387 is an int4 quantization/OOM regression while 45704 is a T5-specific apex.FusedRMSNorm leak; different root causes and fixes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "40990 is about anomalously high perplexity on a specific model/eval setup, while 45701 reports version-dependent tokenization changes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "41720 is a Qwen3 auto-device-map cuda assert, whereas 42617 is a failure to run 3d_parallel.py; different failure modes and code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "43450 is a batched video-processor shape bug, while 45701 is a tokenizer behavior change across versions; unrelated components." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "44466 concerns lm_head weight serialization/tied weights, while 45357 is about incorrect visual encoder keys in save_pretrained; separate model parts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/OOM themed, but 43873 is quantization offloading behavior and 44756 is mmap being disabled on Strix Halo to avoid OOM; different mechanisms." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "26413 is a resume_from_checkpoint epoch_iterator failure, while 28530 is early stopping disabling due to a missing eval metric; distinct Trainer logic." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "44186 is a LayoutLMv2Tokenizer crash on NER/batching, while 45072 is a dtype mismatch in bf16 inference; different layers of the stack." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "45685 is an MPS histogram kernel limitation for int tensors, while 46821 is a TimesFM window_size attribute error; unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "43295 is a regression around processor.tokenizer and passing images to tokenizer, whereas 45701 is a broader tokenization change; not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "44451 is a model loading failure for a specific checkpoint, while 47020 is an XLMRobertaTokenizer constructor/type bug; different failure sites." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "43065 is about a dummy Conv2d in Sam3PixelDecoder, while 46402 is about Sam3Model text encoder weights not loading; separate subsystems." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "46612 is beam-search cache reorder being skipped for certain models, while 46858 is a static-cache seq_length tensor arithmetic bug; different generation internals." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "36010 is an import error for GenerationMixin, while 42617 is a 3d_parallel.py execution failure; no shared underlying bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they concern different models and different load-time issues; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model initialization, but 43646 is a Transformers 5.0 custom-model init breakage and 46665 is inconsistent from_pretrained behavior inside Python classes; different defects." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "43550 is a torch.compile/SDPA failure in Bamba, while 43720 is packed-weight unpacking during accelerate loading; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "43577 is about dtype propagation in Blip2 loading, while 43708 is a Trainer max_steps resume calculation bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "44186 is a tokenizer crash, while 44610 is a processor/model input-size mismatch for OmDet-Turbo; different model families and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve model execution failures, but one is SDPA compile behavior and the other is CPU offload device mismatch; not the same underlying problem." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "42915 is a FineGrainedFP8Config failure for Qwen3Moe, while 43317 is a dequantized model load failure with gpu+cpu offload; different quantization/offload paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "43404 is about lm_head weight tying in Mistral3, while 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained; different bugs." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "46821 is a TimesFM attribute error, while 46869 is a YOLO multi-GPU device-map auto failure; unrelated model/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "41720 is a Qwen3 auto-device-map cuda assert, while 45161 is GPT-OSS tensor-parallel not working; both are distributed/runtime issues but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but 44610 is a processor emitting the wrong resolution and 44898 is Perceiver failing on non-default resolution despite interpolation support; different root causes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "44008 is a Gemma3n forward variable-name collision, while 45823 is a Gemma4 PLE device-mismatch during forward; different models and failures." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "28530 is early-stopping metric resolution, while 33666 is a multi-GPU training issue for Qwen2-VL; not the same underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but 44423 is a continuous-batching str.to error and 45406 is a missing _tokenizer attribute on Gemma4Processor; distinct code paths." + }, + { + "left": "issue:45704", + "right": "issue:46291", + "accept": false, + "reason": "45704 is a T5 apex RMSNorm memory leak, while 46291 is an import-time kernels dependency/version error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:44734|issue:46858", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:43881|issue:44991", + "issue:29159|issue:36032", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:43526|issue:43883", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "8f5192116eb7dcb8c6212310ab00656ce3f82947ac09c9cafa32c176ee22b134", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "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; the proposed soft edges are all false positives, so there is no single canonical issue or PR 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:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch vs Qwen3 auto device mapping GPU assert; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is serve KV continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and failures: CamemBERT masked-LM prediction drift vs Qwen3 recurrent-state reset with cache." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a different bug from device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different tokenizers, different tasks, and different failure modes." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is remote-code cache path collision; the other is permissions propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to a TimesFM window_size attribute error." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loaders and failure classes: GLM-4V loading failure vs tokenizer loading regression for a specific model." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but one is slow/fast inconsistency and the other is a T5 special-token method-name conflict." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions is unrelated to FP8 compressed-tensor weight-scale loading corruption." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Llava Next segmentation fault are different models and different code paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice preset handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF loading regression is unrelated to XLMRobertaTokenizer's Unigram vocab type error." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image-label reduction bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal Qwen3 issues: video-input processing vs weight_only loading error for Qwen3VL." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-family issues, but sliding_window handling in MoE models is not the same as text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate MOE weight conversion failure is different from a PEFT ZeRO-3 checkpointing error." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile with SDPA on Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "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:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:44368|issue:45357" + ], + "prepared_review_unit_hash": "e42621a9d78b7dfbd9f7cdcae7ad62722248385df1a0535cfdf283cc8c498a8e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports with a few lexical false positives. I see two true duplicate pockets: the Qwen2_5_VLProcessor batched `padding=False` crash, and an HF_HUB_OFFLINE tokenizer/cache regression. Everything else looks distinct.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue fits the whole set: the items span unrelated bugs across different models and code paths. If a representative standalone bug is needed, issue:42886 is the clearest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the strongest standalone report: it has a precise environment trigger (`HF_HUB_OFFLINE=1`), a narrow failure mode, and a clear regression signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/runtime failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking; different bug classes and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning vs undefined video-token helpers in multimodal token counting; no shared underlying defect." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer metric not updating and generation with `inputs_embeds`/`past_key_values` are unrelated training vs generation bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different server failures: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window` and the other is TimesFM `window_size` attribute handling; different issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "`sliding_window` behavior in Qwen3-MoE is not the same as the float8 storage lookup error." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration are separate problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Tuple-label truncation in `gather_for_metrics` is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping vs CPU-offload incompatibility in rotary embedding; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer/config failures." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing failure and cache sequence-length slice arithmetic are distinct bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 visual encoder key saving vs SAM3 text encoder loading are different model-specific persistence bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy and Qwen3.5 `num_labels` propagation are not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and `from_pretrained` behavior inside Python classes are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different load regressions: one is a specific model failing to load, the other is PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(special=...)` argument collision vs model loading failure for ScandiBERT are not the same defect." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in different models are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config, but one is Qwen3.5 `num_labels` propagation and the other is zero-loss behavior for `num_labels=1`; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT unpacking failure and `trainer.evaluate()` after `train()` are different trainer bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are separate training/runtime issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same HF_HUB_OFFLINE tokenizer/caching regression; 44843 identifies the likely unconditional hub call in `_patch_mistral_regex`." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT adapter loading and quantized model save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and T5/apex memory leak do not share a code path." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor `apply_chat_template` batched-input crash with `padding=False`." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor `apply_chat_template` batched-input crash with `padding=False`." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` in Qwen3.5 LoRA fine-tuning is unrelated to incorrect visual encoder keys on save." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted duplicate pockets look justified: issue:42886 with issue:44843 around the HF_HUB_OFFLINE tokenizer/cache regression, and issue:44514 with issue:44545 around the Qwen2_5_VLProcessor batched padding=False crash. The remaining soft-edge rejections are cautious and the overall summary does not overstate 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": 18, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43873", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:43526|issue:43881", + "issue:44857|issue:47050", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:43611|issue:46665" + ], + "prepared_review_unit_hash": "ff136690ec372cba22eb93738ea817decf2c5f3049333d9067515803fcf18cfa", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37661, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a single duplicate set: it spans unrelated bugs in tokenizers, multimodal video/image processing, model loading/config, caching, compilation, and quantization. All soft-edge candidates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items are not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the clearest representative of the tokenizer/special-token subtheme, but it still only covers one narrow slice of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different bug classes: runtime special-token post-processing vs save/load loss of custom token IDs and generation IndexError." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video processor padding bug; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model/config issues: unwrapping composite multimodal configs vs missing gradient-checkpointing flag on trust_remote_code." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading is unrelated to offloading behavior under quantization." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization failure are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 inference mismatch vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to Canine ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer-regex area, but different concrete failures and models; not mergeable as one PR." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache state, but one is stale indexer cache on second forward and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Use-cache correctness in Mamba2Mixer is unrelated to a T5 error-message validation bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is weight-only loading and the other is video position IDs during input handling." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing runtime updates are unrelated to LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to ONNX fp16 attention dtype mismatch in CanineModel." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to Canine fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure and DAC STE mismatch are different bugs in different paths." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer API regression is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is not the same as apply_chat_template video token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile+SDPA failure in Bamba is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile+SDPA failure is unrelated to DAC.from_latents missing-STE mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to sleng-bert model loading failure." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Canine ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing fields from AutoConfig with trust_remote_code." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen VL video position IDs are unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Model-loading failure for cjvt/sleng-bert is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to RTDetr forward feature-level mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to inconsistent from_pretrained behavior inside Python classes." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "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:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:43335|issue:43756", + "issue:34634|issue:36010", + "issue:43643|issue:44877", + "issue:44991|issue:47020", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:45183|issue:45479", + "issue:43421|issue:44811", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "abc3fd22e0e5a678d016bd1ed028bd14d8a90716013b996829e8304ef191bca7", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issue reports across different models, tokenizers, and runtime paths; none of the soft pairs are close enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must represent this set, #45020 is the broadest umbrella because it describes a general remote_code regression affecting recent Transformers versions. The rest are narrower, model-specific failures or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best cluster representative: it captures the widest user-facing compatibility breakage and is more general than the other issue reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures in different model/tokenizer flows: Qwen3 device-mapping CUDA assert vs EMBEDDIA/est-roberta tokenizer loading." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems and symptoms: image processor segmentation-map handling vs CustomTrainer loss signature mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different areas: audio feature extraction helper vs add-new-model-like / tokenizer mapping-name generation logic." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared bug path; AutoImageProcessor URL loading is unrelated to Jinja/template compilation failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but the crashes are different causes and code paths within that helper, so not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different API contracts: StaticCache sequence length typing vs VideoPrism hidden_states/output packaging." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and bugs: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image-size interpolation failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent reconstruction / STE mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Distinct multimodal model failures: Qwen3OmniMoe video input validation vs Gemma3n variable-name collision." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n forward-pass collision and cache.get_seq_length device-tensor return are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different configuration/model-architecture bugs: sparse-layer creation vs RoPE-layer dropping." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they affect different model classes and different failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length typing is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different examples and errors: SigLIP2 docs/model mismatch vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code compatibility, but one is a specific missing utility import and the other is a broader regression report; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific v5 output changes: Pegasus summarization outputs vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems: batched NER/padding crash vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault in Llava Next loading is unrelated to MPS histogram type support in moe." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing failure and trainer.evaluate() state issue are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import failing because of kernels metadata requirements." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation XOR messaging and single-label zero-loss classification are separate bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch in Bark CPU offload and dtype mismatch in SwitchTransformers/TimmWrapperModel 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": 20, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:43825|issue:43994", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:46697|issue:46728", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "d5c62d6257fdc6e9fb2fca29b1f50b4b66f588b665d11595167361486a860c7d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly superficial topical similarities (tokenizers, video inputs, dtype issues, pipeline messaging) rather than true duplicates. No PRs are present, and the set is too heterogeneous to nominate a single canonical artifact.", + "confidence": 0.74, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many unrelated bugs and the proposed links are only loose title similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3.5-VL chat templating vs T5 decoder input validation messaging." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both involve vision models, but the concrete bugs differ: Qwen VL video regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "One is a dtype-loading bug for BLIP2; the other is a Video-LLaVA architecture/weight-sharing problem." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated model-specific issues: image-preprocessor dtype mismatch vs a Gemma3n forward variable-name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs bf16 dtype mismatches in wrappers." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug is not the same as FSDP CPU RAM-efficient loading failure." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different errors: weight_only load failure vs flash-attention generation regression." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they target different warnings and different generation modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging about translation support is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The second issue is only a broad tokenizer inconsistency report; the titles do not establish the same added-token spacing bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different bugs: metrics gathering drops tuple labels vs Mamba2Mixer use_cache producing incorrect results." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is a loading problem; missing tp-plan entries is a tensor-parallel planning bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video/VL related, but one is a Qwen3OmniMoe video-input ValueError and the other is a Qwen2.5-VL rope-index regression." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is a different issue from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate loading paths with different errors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in inference wrappers." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions and general tokenization changes are not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging/install issue is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding when divisible by size_divisor is distinct from wrong patch counting at odd 490-multiple resolutions." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both mention model loading, but one is a BLIP2 dtype issue and the other is an Apple Silicon allocator TypeError." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error message about translation support; the other is stale documentation referencing pipeline() after removals." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error on load is a specific checkpoint issue, not the broad remote_code breakage reported in 45020." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "A weight_only loading error is not the same as a rope-index scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend image processors incorrectly requiring torchvision." + } + ] + }, + "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": 21, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:42175|issue:46291", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "b59d44d902290d73a9e4e040c0f4475bfbf240b93f4f4082e7779745b5a80041", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only superficial wording (imports, warnings, model loading, multimodal behavior) but describe different bugs in different code paths. I would not merge any of the suggested soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set here because the items cover unrelated bugs; if a representative is needed, #45003 is the best broad/core-code issue because it targets a central utility path and is described concretely.", + "canonical_pr_reason": null, + "best_issue_reason": "#45003 is the strongest global issue candidate among these because it is a clear, general core-library bug rather than a model-specific symptom, but the overall set is too diverse to have a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different bugs: audio processor sampling-rate default vs multimodal image-placeholder handling in user text." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths and symptoms: audio chat-template defaults vs DAC latent/forward mismatch." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting bug for quantized embedders." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: tokenizer special-token decoding vs GPT-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: Apple Silicon warmup TypeError vs LwDetrImageLoss fp16/CUDA crash." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different underlying problems: unsafe sys.modules access vs inconsistent CLIP model structure." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import/load failure for Gemma4 processors and the other is continue_final_message behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are import/runtime breakages, but GenerationMixin import failure and Jupyter custom-model initialization are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different API regressions: GenerationMixin import error vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different models and paths: Bamba torch.compile/SDPA vs GPT-oss quantization fallback." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window bug vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer bugs: deepspeed zero3 index error on a non-pretrained Bert model vs evaluate() failing after train()." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different model/config issues and different triggers; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/import issues in different areas: missing TensorFlow in the torch extra vs kernels v0.15 import requirement failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion during accelerate/deepspeed loading vs undefined variables in multimodal token counting." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures: gguf_file handling for from_pretrained vs tokenizer loading for a specific model repo." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different kinds of bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output changes under Transformers v5." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "One is a reproduction of an older issue, the other is FP8 inference failure on B200; no shared code-path evidence." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/processor failures: Mistral regex patch crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both involve model/config behavior, but DAC STE mismatch and DiaConfig token-id persistence are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different speech-related issues: PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/template compilation error vs CLIPTokenizer max length constant issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different issues: trailing-slash local-path warning vs Qwen3 MoE weight conversion failure." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading related, but missing fields with trust_remote_code and text_config unwrapping are distinct bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different model/runtime failures: Qwen3_5Moe CPU offload incompatibility vs Canine fp16 ONNX dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Completely different failures: MoE weight conversion vs CUDA out-of-memory." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:43262|issue:44811", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:42915|issue:44821", + "issue:39692|issue:44912", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:46421|issue:46424", + "issue:45859|issue:47254", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:28282|issue:29870" + ], + "prepared_review_unit_hash": "2b9bb378f62f79d4c288251eaa1e16a996a759b72d2dbc1ab015b78d93931f3e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35299, + "estimated_input_tokens": 8825, + "estimated_eval_tokens": 17906 + }, + "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 overlap (tokenizers, multimodal/video, quantization, caching), but the underlying bugs and code paths differ. I would reject all soft-edge duplicates and treat this as a mixed bag of unrelated issues; there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits; the cluster is heterogeneous and the closest pairs are only surface-level similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue\u2014none of these should represent the cluster because they describe distinct bugs and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: video-token counting bug vs removed Sam3LiteText references breaking auto_mappings/CI." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated code paths: BeitImageProcessorFast label reduction vs MPS attention correctness with mismatched head dims." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is chat_template sampling-rate defaulting and the other is Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model failures: SigLIP2 zero probabilities vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to PEFT+DeepSpeed checkpoint errors." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors and gpt-oss MXFP4 fallback are different bugs in different flows." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both involve model loading, but one is FP8 config handling for Qwen3Moe and the other is a MobileLLM key error." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Same broad video/VLM area, but different regressions and different affected model families/code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError from an unexpected arg is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to gpt-oss perplexity behavior on WikiText-2." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape handling." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight-conversion with accelerate+deepspeed is not the same as Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization memory regression vs Sam3Video model-specific CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization issues, but one is MXFP4 falling back to bf16 and the other is frozen FP8 checkpoints skipping weight_scale application." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one hides tokenizer decode errors when protobuf is missing and the other swallows exceptions in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementations and failures: Mistral regex patch crash vs XLMRoberta Unigram vocab type mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to CLIPTokenizer's huge model_max_length." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first issue title is non-informative, and the second is just an isolated reproduction of a different issue." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to kernels v0.15's version/revision requirement failure on transformers.pipelines import." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels dependency requirements are separate environment/package issues." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache logic, but one is chunked-prefill recompilation from lazy init and the other is max_cache_length only being honored for Quantized Cache." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to PEFT/DeepSpeed ZeRO-3 checkpoint errors." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text pipeline not working." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but one is broken FSDP CPU RAM-efficient loading and the other is mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch ImportError and BART generate() decoder_attention_mask unbound variable are completely 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": 23, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43697|issue:45357", + "issue:39379|issue:44554", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44857|issue:46832", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:43531|issue:44821", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "3da394318dffbe41b70bcf562f52ea24fa3a5b85db5374dc9929b7ede816cda0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36664, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across tokenizers, model loading, training, vision, and distributed setup. I don\u2019t see any pair that clearly describes the same underlying bug/change, so no soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster is present; if one issue must anchor the set, 45488 is the strongest standalone report because it has the most activity/inbound references and a clear, concrete regression description.", + "canonical_pr_reason": null, + "best_issue_reason": "45488 is the best representative issue overall: it is active, well-documented, and describes a specific regression with broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer bugs: missing BOS/EOS insertion vs codec handling/regression warning behavior." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: missing PyTorch import vs model loading breakage for a specific Llama vision model." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model components and symptoms: untied lm_head causing bad generation vs BLIP2 dtype propagation issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: MacOS bus error on CLIP loading vs TrainerState token counter not updating." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights, but one is a missing tie in Mistral3 and the other is LoRA merge behavior with extended vocab; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different packaging/import problems: torch-only install missing TensorFlow backend vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time errors, but one is a MobileLLM key error and the other is an init_empty_weights argument mismatch." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime paths: trainer evaluate-after-train failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions in RT-DETR/Qwen3.5 model behavior: output divergence vs incorrect save_pretrained key mapping." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness bugs in different attention/mask handling paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: missing PyTorch import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: DeepSpeed ZeRO-3 deque error vs PEFT version constraint bump." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: video-input handling in several Qwen models vs FA2 long-context performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs in unrelated subsystems: FineGrainedFP8Config failure vs CLIP tokenizer max_length value." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Different distributed/runtime failures on different platforms and setups." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR bugs: AMP image loss crash vs feature-level/backbone output mismatch in forward." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading problems: unexpected _is_hf_initialized argument vs AutoImageProcessor URL loading." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape error vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and failures: tokenizer max length vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load regressions, but the concrete cause differs: AddedToken keyword conflict vs est-roberta loading failure." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different distributed-training issues: FineGrainedFP8Config vs broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors: special-token insertion vs LlamaTokenizer pre-tokenizer override." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Completely different failures: gguf_file/from_pretrained breakage vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different issues: Flash Attention 2 behavior for XLM-Roberta vs missing PyTorch import." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: device-mapping cuda assert vs video input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video flows, but the concrete failure and model variant differ." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different video regressions in different Qwen families and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend extras packaging vs loading a specific model repository." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window bug vs image processor URL loading." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different scopes: model loading regression vs list_repo_files not forwarding revision in CI." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276" + ], + "soft_pairs": [ + "issue:43577|issue:46512", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44849|issue:45701", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:46463|issue:46899" + ], + "prepared_review_unit_hash": "70952155d091e4afffd0c6e2510b3deec4e0903d67075ff2a913ce6ec86ed897", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35822, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, tokenizer/config/loading bugs, and training/runtime regressions. Only one soft edge looks plausibly like the same underlying video-input bug in Qwen2.5-VL.", + "confidence": 0.86, + "canonical_issue_reason": "The cluster is too diverse for a single true canonical issue; if one representative is needed, issue:44479 is the broadest concrete regression and best captures the shared Qwen video-input symptom space.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue because it describes a clear regression, names multiple affected model variants, and is broad enough to encompass the more specific Qwen2.5-VL video-input report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype handling, but one is a Blip2 loading bug and the other is a from_config config-staleness bug; different failure modes and fixes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer loss-signature compatibility are unrelated Trainer issues." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression path in transformers 5.3.0; the second is a specific symptom of the broader issue." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and tokenization changes are unrelated bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken special-arg duplication and Mistral regex patching are different tokenizer bugs." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex crash affect different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A Janus test failure and a Phi-4 multimodal load failure are separate model-specific issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error and Float8 storage lookup error are unrelated loading/runtime problems." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE-layer loss." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE truncation and Qwen3.5 kernel-registration crash are distinct model bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL temporal position scaling are different mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to DiffusionGemma pipeline breakage." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "T5 decoder-input validation messaging and synced_gpus warning text are different warning/error-message issues." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve quantized inference, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is a BitsAndBytes skip-modules regression; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-device placement bug and T5 error-message wording are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map forwarding mismatch and T5 decoder validation messaging are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of one issue and a FA2 long-context performance regression are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mDeBERTa special-token insertion and CodeLlama leading-space round-trip behavior are unrelated tokenizer regressions." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different dtype mismatch failures; not mergeable into one fix." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are separate config bugs." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and BART generate-time decoder mask bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and FA2 long-context performance regression are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "A gguf/from_pretrained loader regression and a specific model failing to load are too general and lack evidence of the same root cause." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType handling are unrelated environment/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated repro of one issue and a broken Nemotron example are not enough to treat as the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 error messaging and Gemma4 4-bit multimodal embedder dtype casting are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The one accepted soft edge, issue:44479 \u2194 issue:45381, is plausibly the same Qwen video-input regression family based on the titles. The rest of the pairwise rejections are appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:45663|issue:46846", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:41762|issue:44936", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:43643|issue:45375", + "issue:38175|issue:43295", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:40444|issue:44811", + "issue:43688|issue:45704", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "62ec4e38a15d37097556fca0fe78fba5eee9dcfbad22d824cb289c3287ebe8c3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36222, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly tokenizer/config/model-loading regression reports. The soft pairs are thematically similar in places, but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the broadest and most representative tokenizer-regression report in the set, spanning multiple models and a clear user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the cluster\u2019s main recurring theme: version-related tokenizer regressions with wide model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights in v5, but one is about save_pretrained serialization order/device effects and the other is a broader translation-model tied-weights issue; not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5/Gemma-style model internals, but one is an FSDP2 per-layer shared_kv_states KeyError and the other is missing TP plan entries causing OOM/shape errors; different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is gguf_file breaking tokenizer/model loading, the other is AutoTokenizer hitting model_info() unconditionally in offline mode; same area, different failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are config/serialization issues, but one is GPTNeoX rotary_pct not persisting and the other is a TypeError converting rope validation keys; unrelated bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "An index error during Gemma3 loading with ZeRO-3 is not the same as trainer.evaluate() failing after trainer.train(); different subsystems and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are model-specific output bugs, but not the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None crash are unrelated runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both concern label handling, but one is a BeitImageProcessorFast array-reduction bug and the other is a sequence-classification loss degeneracy across models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained checkpoint corruption are distinct regressions with no shared code path." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failures are separate model-loading bugs." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen3.5/tokenization-related regressions, but one is save_pretrained writing wrong visual encoder keys while the other is AutoTokenizer producing wrong token IDs; different concrete failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are different training/runtime issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated serialization/loading problems." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration and MLukeTokenizer task AttributeError are tokenizer-specific but not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Two different tokenizer load/task failures for different models; no shared underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code and Qwen3.5MoeVisionConfig strict-dropping a field are both config-serialization issues, but not the same one." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are distinct processor/model behavior bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are different model-loading/runtime failures." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both affect vision models, but Siglip2 nonsensical outputs and Perceiver non-default resolution failure are separate defects." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and TimesFM window_size AttributeError are unrelated loader/runtime issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info() bug and tokenizer load failure for EMBEDDIA/est-roberta are different tokenizer-loading problems." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and MacOS bus error with CLIP are not the same bug; one is behavior mismatch, the other is a crash." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and Whisper batch_decode skip_special_tokens behavior are unrelated multimodal vs decoding issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex.FusedRMSNorm memory leak are different model/training bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows/ROCm torch.distributed dependency problems are separate platform/package issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetrImageLoss float16 AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes across versions are unrelated bugs despite both being regression reports." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:43761|issue:46829", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43761|issue:47013", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43452|issue:43577", + "issue:43550|issue:44361", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43643|issue:44561", + "issue:45405|issue:47254" + ], + "prepared_review_unit_hash": "41a660919ec21c169bd2bec1dc9395f46c3de6810de1ca5a30a73e8629560b36", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated issues; none of the soft pairs looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: these items span distinct subsystems and failures, and none of the candidate pairs appears to be a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global best issue for deduping; the closest matches are only superficial (same broad area, different concrete failures), so there is no valid cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions involving tokenizer/processor behavior, but one is a processor.tokenizer/images regression and the other is Kimi-K2.5 codec handling; different code paths and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they affect different models and different output contracts; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they concern different tokenizers and different behaviors (mask token registration vs BOS/EOS insertion)." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve TensorFlow-related backend errors, but the offending backend and failure mode differ (`tensorboard`/undefined tf backend vs `tensorflow_text` mapping)." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are different failures in different paths." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to the xLSTM train-mode unpacking crash." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and Sam3Model text-encoder weight loading are unrelated model-specific bugs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are different code paths and different errors." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig saving/loading custom token IDs are different persistence/metadata bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/caching, but one is compiled-forward inconsistency and the other is recurrent-state reset logic; not the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models and num_labels propagation in Qwen3.5 are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype mismatch are unrelated load-time issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a global v5 cleanup-space behavior change and the other is a CodeLlama leading-space round-trip issue." + }, + { + "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 failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency for `lm_head.weight` and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and chunked-generation compiled-forward inconsistency are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but one is compiled-forward inconsistency and the other is flash-attention-specific generation failure; different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both are training-related, but a multi-GPU Qwen2-VL issue is not the same as `compute_loss()` signature breakage." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness failure and FA2 long-context performance regression are different bugs, one functional and one performance-related." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization and DeepseekV3MoE implementation divergence are both MoE-related but not the same concrete defect." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-loading legacy-field failure and Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about `max_shard_size` is unrelated to AutoProcessor kwargs not reaching `cached_file`." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization in MoE models are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve `trust_remote_code` breakage, but one is missing config fields on load and the other is removal of `is_torch_fx_available`; different causes and fixes." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning and a PEFT+DeepSpeed checkpointing crash 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": 27, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46612", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:44734|issue:46612", + "issue:44625|issue:47276", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:39692|issue:43493", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:43994|issue:46192", + "issue:44488|issue:44843", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:44568|issue:45812" + ], + "prepared_review_unit_hash": "064ef27ce6ad3fb7c4d9c92555f4c432846dd6d0b0b6536d2c39ce7019fa63f2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated tokenizer, config, loading, and generation bugs. None of the soft duplicate candidates look like true same-bug duplicates, so I would keep the issues separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45812 is the strongest representative because it is a broad, concrete tokenizer regression affecting all Granite models and is more general than the many narrowly model-specific reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 has the clearest impact, a well-scoped failure mode, and the broadest applicability, so it is the best single issue to anchor this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different code paths: serve KV-cache continuation indexing vs beam-search cache reorder on recurrent models." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated problems: Qwen3.5 config propagation vs a misleading warning message in continuous batching." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different failures and models: BEiT legacy-field loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug vs DiaConfig token ID loss after save/load; not the same underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example mistakes and model/processor mismatch are not the same as an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: pretrained BEiT loading vs OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bug classes: dtype propagation in BLIP-2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression and missing tensor-parallel plan entries are separate issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar regression theme, but different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased dependency version bump are not duplicates." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the triggers and failing code paths differ materially." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error with CLIP; no shared underlying failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and post-save quantized-model breakage are not the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the affected components and conditions are different." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import dependency issues are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong Granite token IDs and ignored `return_tensors` precedence are separate tokenizer behaviors." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for `cjvt/sleng-bert` and offline-mode regex patching are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "BPE marker handling and Qwen3.5 flash-attention generation are unrelated tokenizer/model issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors do not match the processor.tokenizer regression." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing config attribute and the other is an unwrap/from_config issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different training/runtime bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields; not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent serialization of `lm_head.weight` are separate issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype issue and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Model-specific special-token regression vs Granite-wide wrong token IDs; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:15354", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46209|issue:46710", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:44849|issue:46209", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:44849|issue:45357", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:42490|issue:43696", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:47013|issue:47254", + "issue:46399|issue:46846", + "issue:44849|issue:47145", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:45229|issue:45823" + ], + "prepared_review_unit_hash": "ce955cc03c419fdf76a1fe0d61c72d94a4e132bb6ad1aafc7a0359cc1398be8e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated issues across tokenizers, model loading, quantization, device placement, OOMs, and training behavior. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the soft pairs are only loosely related, so none is a safe representative for duplicate triage.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is globally suitable as a canonical duplicate target; the cluster spans multiple unrelated code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both mention model/inference problems, but one is FP8 OOM and the other is an accuracy regression; different bugs and code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to DeepSpeed/ZeRO training instability; not the same underlying defect." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are errors, but one is config save/load token-ID loss and the other is a tokenizer/task AttributeError; no shared root cause." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading with newer transformers, but the failures differ: missing config field vs unexpected init argument." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on a CLIP model and a Qwen2-VL multi-GPU training request are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and a Float8 storage-object type error are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage-object lookup failure and a flash_attn KeyError are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are distinct model bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in Beit and CPU offload device mismatch in Bark are separate code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and FP8 inference OOM are not the same underlying problem." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit and post-upgrade accuracy regression are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key handling and CLIP text-model structure inconsistency are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states bug; the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug and a stale CI test about device override are not the same code-path problem." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference and RT-DETR forward TypeError are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not indicate the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different generation bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load corruption are different problems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure do not share a concrete code-path bug." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking crash and PEFT+DeepSpeed checkpoint errors are different checkpointing issues." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 rotary-pos-emb registration failure and missing TP-plan linear_attn entries are separate Qwen3.5 bugs." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states output regression and FP8 weight_scale omission are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness with LoRA and a hard eval-mode restriction are not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast failure are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and device_map='auto' device mismatch are different forward/inference 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": 29, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:41720", + "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:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:44869|issue:46752", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:37428|issue:43957", + "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:29942|issue:30333", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942" + ], + "prepared_review_unit_hash": "f37fe140a784a11fb782118642fa8bd40b642b840c398bc1b3e1d9abdefc6305", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37290, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are all false positives; they mostly share only a broad subsystem or model family, not the same concrete bug or change. No PRs were provided. The set is heterogeneous, so there is no strong global canonical duplicate anchor.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue emerges from this set because the items are unrelated. If one must be chosen as the clearest standalone bug report, issue 45200 is the most explicit and actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45200 is the strongest standalone report: it has a concrete failure mode, clear expected behavior, and a straightforward fix direction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs trainer token-count tracking; unrelated behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failures in different areas: compile/template-node error vs import-utils backend lookup." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting vs multi-GPU inference OOM; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs quantized save/load breakage; separate code paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation error vs image-text-to-text pipeline failure; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the symptoms and likely code paths differ: string `.to` error vs KV-cache indexing." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume checkpoint key mismatch; different underlying problems." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash vs empty-list chat template IndexError." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Device-map CUDA assert on Qwen3 vs model accuracy regression after upgrade; not the same issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs flex_attention import version check; too different to merge." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/importing models, but one is a missing symbol import and the other is meta-device loading breakage." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs DiffusionGemma pipeline failure; different models and failures." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow job-reporting on failure; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs batched video output shape issue; different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation problem vs accuracy regression after version upgrade; not the same root cause." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches vs Wav2Vec2 save/tokenization failure; separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless crash vs Qwen multimodal config unwrapping; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute regression vs rope-parameter list typing error." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantized offloading behavior; too broad to treat as duplicates." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config issue vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different features and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs text_kwargs/return_tensors handling; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs return_tensors being ignored when kwargs are passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo processor size mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing StableLmConfig field vs meta-device model-loading regression; not a duplicate." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA bug vs ZeRO-3 gradient anomaly; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import regressions for different symbols/classes; same area but not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend mapping errors, but they concern different backends and failure mechanisms." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Token-type-id defaulting vs device placement mismatch; not the same underlying change." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder mask bug vs Flash Attention 2 test failures; 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": 30, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:44792", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209" + ], + "prepared_review_unit_hash": "d03628f6b5ddffb7d822044ca3a225a187710ef056a38ea5ef689ed437efb99f", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous rather than duplicate-heavy. None of the soft pairs appear to be the same underlying bug/change; most are only loosely similar by subsystem or API name. If one issue must represent the cluster, the clearest and most active regression is the multimodal `apply_chat_template` assistant-mask bug.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #44521 is the most clearly scoped, active, and broadly applicable regression in the set, with multiple inbound references and discussion. It is a concrete API bug in a central multimodal pathway (`apply_chat_template`) rather than a narrow model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest representative issue: it is open, well-described, and has the highest visible engagement among the items. It also targets a reusable user-facing code path rather than a one-off model quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs example errors vs a kwargs/return_tensors regression; different failure modes and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression for multimodal custom code is not the same bug as SigLIP2 parity issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are distinct model/load problems." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different model families and are not clearly the same underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is bad assistant masks and the other is a crash on tool-call messages." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/evaluate dtype drift is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different issues." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR loss-shift bug do not share the same code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for tied weights is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for a class and incorrect detokenization are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaulting and batched video output shape are different processor bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and Python 3.13 import-utils KeyError are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP structure drift are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failure and stale config dtype after `from_config` are different APIs and bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token issue and a GraniteSpeech CI test flake are not the same problem." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing different import-utils helpers is too broad; these are not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only token-type defaults and quantized multimodal dtype casting are distinct failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer-load failure for FastSpeech2Conformer and save/tokenization failure for Wav2Vec2 are separate model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT label reduction and `return_tensors` kwargs handling are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type handling and Qwen2.5-VL rope indexing are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "These are both Gemma4, but one is about token-type defaults and the other about quantized embedders/dtype casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale paged-generate warning are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and a GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Bamba SDPA compile failure are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware-specific failures: Qwen3 auto device mapping vs FP8 inference on B200." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:46424|issue:46858", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:43335|issue:43606", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:42490|issue:43854" + ], + "prepared_review_unit_hash": "5b251bc981ef5ae9f3230e205a26b9ee10d94b38ba0287b3f1615d3fe4cc2e37", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft pairs are false positives. The items span unrelated bugs in model loading, caching, tokenization, docs, training, and CI, so there is no clear duplicate cluster or single canonical artifact.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the cluster is a grab-bag of unrelated problems rather than one underlying bug.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor input-size mismatch and LwDetr AMP crash are different vision bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length behavior are unrelated code paths." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention import symbol and Torch 2.10 compatibility are different compatibility issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different APIs and different stale text." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and D-FINE auxiliary-loss behavior are separate model-training bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype in config and window_size AttributeError affect different APIs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite multimodal config unwrapping and CLIP class structure drift are different model-loading issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error and MacOS bus error are unrelated environment/runtime failures." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation and Beit reduce_labels returning one label are different label-handling bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP and RT-DETR memory release are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and trainer _gpu_broadcast_one NoneType errors are different failures." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading and lm_head.weight serialization/tied-weights behavior are not the same issue." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized cache max length config and device-tensor seq_length arithmetic are distinct cache bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer construction and legacy-field loading failure are unrelated model configuration problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parse failure and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA bug and GraniteSpeech CI device override test are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse layers and qwen3_omni_moe feature-length helper do not share a concrete root cause." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template and meta-device loading under device_map=auto are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config and GraniteSpeech stale CI test are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import keyerror and Windows ROCm torch.distributed dependency are different platform issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift and qwen3 recurrent-state reset are unrelated model-behavior bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Chat-template crash on assistant tool-call messages and mistral_common continue_final_message are different tokenizer paths." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bark CPU-offload mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "flash_attention_utils import symbol missing and HybridCache import failure are different import errors." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated image/video pipeline issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-model warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:43278|issue:43825", + "issue:28218|issue:32090", + "issue:10000|issue:15354", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:45127|issue:45245", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090" + ], + "prepared_review_unit_hash": "3ff6b74eaa660f1e4940b1e26e10bfeefc9abbc4bad1504038f358ab625f6bc1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36394, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issues that only share broad wording. The only clear duplicate pair is the repeated Qwen3.5 Moe `from_pretrained` regression; the rest are different bugs, models, or subsystems and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report of the same Qwen3.5 Moe `from_pretrained` failure; issue:45478 is a near-identical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this cluster because it is the clearest canonical duplicate target and has the more complete problem description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failure modes: Flash Attention crash on sink-less models vs CPU-offload incompatibility in Qwen3.5 Moe rotary embedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: model loading regression for Llama 3.2 Vision Instruct vs token embedding resize reinitialization." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batching/padding crash and the other is incorrect multimodal assistant masks; not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths and symptoms: DAC latent mismatch vs unexpected position-id key warnings." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors vs a BeitImageProcessorFast label-reduction bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different model/runtime issues: Bark CPU-offload device mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "A clearer LayoutLMv3 error message request is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs issues are not the same as position-id key warnings across many models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs distributed broadcast NoneType error; no shared underlying defect." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and TorchScript generator-expression export failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs a stale GraniteSpeech CI test failure; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are separate problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output differences vs Deepseek tokenizer changes in v5." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the categorical limit runtime error." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both concern training startup/resume, but the reported failures are different and not clearly the same root cause." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `from_pretrained` regression, and the reports describe the same underlying issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and execution paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as a MacOS bus error when loading CLIP." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2 OOM under tensor parallelism are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import utility helper are different defects." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability outputs are unrelated to unexpected position-id keys." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support discussion for XLMRoberta is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not describe the same bug as token embedding reinitialization." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder attention mask bug and `_gpu_broadcast_one` NoneType error are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the only clearly duplicate pair is the identical Qwen3.5 Moe `from_pretrained` issues (45310/45478), and the other pairwise judgments stay conservative by rejecting only broad thematic similarity. The summary avoids overclaiming beyond what the titles/body sizes and timestamps support." + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44464|issue:46424", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44448|issue:44977", + "issue:43257|issue:43299", + "issue:40444|issue:43526", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:46421|issue:46858", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "b645a160c362f8256ed17a2bbd8be61cf1cfa7955b8a57b741f0f28f6506b802", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37060, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs in tokenization, trainers, multimodal processors, cache logic, packaging, and model-specific regressions. None of the soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is not cohesive enough to represent one underlying bug, and the issues target different code paths and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global representative. Picking one would be arbitrary because the cluster does not appear to be a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different cache/generation bugs: chunked generation with compiled forward vs. max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated failures: embedding dtype drift during eval vs. undefined video-branch symbols in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Separate packaging/import problems: missing flash-attention helper import vs. TensorFlow not installed from the torch extra." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but the bugs differ: chat-template tool-call handling vs. video vision_position_ids computation." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: Pegasus output regression vs. Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is accelerated/deepspeed weight conversion and the other is a v5 model-loading regression; not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different areas: Qwen2.5-VL iterable-dataset multi-image finetuning vs. BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Completely different problems: Bart generate() state bug vs. Adafactor OOM in deepspeed." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/decorator-related, but they affect different models and failures: Python 3.13 parsing vs. Qwen3.5 kernel registration." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different training/eval behaviors: dtype mismatch in evaluation vs. gradient checkpointing disallowed in eval mode." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer distributed broadcast type error is unrelated to the deepspeed Adafactor OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one handling of NoneType." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different multimodal bugs: assistant tool-call templating crash vs. video padding calculation error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression affecting many models vs. return_tensors being ignored when text_kwargs is passed; different API bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attention generation vs. Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed utility breaking trust_remote_code and the other is DeepSeek tokenizer output drift." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as Gemma4 CUDA OOM on multi-GPU inference." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unclear error messaging for LayoutLMv3 boxes is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache internals, but one is spurious recompilation with chunked prefill and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different v5 regressions: Pegasus output changes vs. device-dependent lm_head.weight serialization." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and failure modes: LayoutLMv2 NER/padding crash vs. Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime bugs: flash_attention.py s_aux=None crash vs. Gemma4 PLE device mismatch with device_map='auto'." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model/device-map issues, but the concrete failures differ: cudaErrorAssert vs. CUDA OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer bugs affecting different models; no shared code path is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:44977|issue:45563", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:43575|issue:44387", + "issue:45372|issue:45588", + "issue:45245|issue:45563", + "issue:43994|issue:45412", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "8adbc7101115df420c6d4676cdfd2214de527813c74c47ff3ea610ac5f1ab62a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issues, and none of the soft-edge pairs look like the same underlying bug or change. I would keep the set split; the strongest standalone issue here is the FA2 long-context performance regression.", + "confidence": 0.78, + "canonical_issue_reason": "issue:46693 is the best representative anchor: it is concrete, user-facing, and has the strongest discussion/inbound-reference signal among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most suitable standalone issue to keep as the cluster anchor because it describes a specific regression with broad impact and substantial follow-up activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different problems: Python/version loading failure vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated symptoms: dtype change during eval vs tensor-parallel OOM while loading a specific model." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as image processor segmentation-map handling." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both mention generation, but one is a Qwen flash-attention correctness bug and the other is a stale warning in paged generate()." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to rope-parameter validation on JSON-loaded lists." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is a different bug from Fuyu's broad exception swallowing." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems and failure modes: feature extractor arg mismatch vs video-input regression in Qwen multimodal models." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/unsupported op issues are not the same as flash_attention crash on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "Optional post_init policy and a misleading synced_gpus warning are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as Qwen3.5 recurrent-state reset logic." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8 model failure and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation discrepancies, but they affect different models and different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer tokenizer load failure are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder is unrelated to Siglip2 producing wrong outputs through AutoModel/pipeline." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to gradient-checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both concern generation/attention, but one is NaNs from mixed-length sliding windows and the other is a performance regression after 5.2.0." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory not being released are different lifecycle bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can end in OOM, but one is load-time tensor-parallel memory pressure and the other is an int4 quantization reserved-memory regression." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and a stale warning in paged generate() are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Wrong model outputs and a memory leak on deletion are distinct issues." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior affect different models and code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf and leftover dummy classes are unrelated maintenance 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": 35, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:43421|issue:45491", + "issue:44625|issue:45584", + "issue:44442|issue:45072", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "6bc3a3df702338a8baae6972e51ce6be2662578875d51154f036a8b07c50941b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; none of the soft pairs look like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated failures across models, tokenizers, attention, and loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No standout best issue for consolidation because the cluster is too mixed and the issues are not interchangeable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: Gemma4Processor missing _tokenizer vs DiffusionGemmaGenerationOutput pipeline malfunction." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3 families and different symptoms: missing pad_token_id vs sliding_window behavior." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor update bug is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated code paths." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to dtype mismatch in inference models." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different processor/loading issues: mistral_common import failure vs Gemma4Processor attribute error." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic title and the other is a distinct issue; not enough evidence of the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder-type behavior in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated memory issues in different models and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Importing ReasoningEffort and protobuf decode-error masking are different tokenizer/processor problems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta FlashAttention2 support and Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class is not the same as a general dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM and Llama 3.2 vision model-loading breakage are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta is unrelated to LayoutLMv3 box validation messaging." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and token embedding reinitialization are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3 memory overflow are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen3-VL weight-shape mismatch are different loading/runtime problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and incorrect vision_position_ids are different Qwen2.5-VL issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as patchtsmixer post_init policy." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:45325|issue:46697", + "issue:43720|issue:44442", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:27957|issue:29870", + "issue:44062|issue:45907", + "issue:43493|issue:43827", + "issue:43643|issue:44913", + "issue:43316|issue:43525", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "3acc0d1cd236dad60592c40e0f106790fe3f7add119273a9ef235468abf5d291", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, configs, docs, model-specific failures, and packaging/import problems. None of the proposed soft edges look like true duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are not one duplicate family, so there isn\u2019t a single issue that represents the whole cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest representative by activity and inbound references, but it is still only a representative of a broader, non-duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are preprocessing-related, but one is an audio chat-template sampling-rate bug and the other is a LasrFeatureExtractor center-arg crash; different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs image-classification padding behavior; different models, APIs, and failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both affect vision preprocessing, but one is a Qwen2.5-VL rope/position-id scaling bug and the other is Swin2SR over-padding; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate vs AutoTokenizer failing on a specific tokenizer class; unrelated subsystems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and recurrent-state reset in Qwen3.5 are unrelated issues." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend missing TensorFlow vs a missing import_utils helper; different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation on one model class vs a video-input regression across several Qwen models." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id mismatch; different functionality entirely." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs a Bart generate() UnboundLocalError; unrelated failures." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision vs hub file listing not forwarding revision; different layers and bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still mentioning removed pipeline APIs; model behavior vs documentation." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting; both config-related but not the same defect." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different model config API mismatches: Gemma3TextConfig discrepancy vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen composite text_config unwrapping are separate model-config problems." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence from remote implementation; distinct models and symptoms." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape bug vs missing PyTorch dependency error; no shared underlying bug." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch; different loading paths and causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load failure on a specific repo vs tensorflow_text backend registration error; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing issue from a torch.jit comment vs DeepSpeed ZeRO3 deque underflow; different errors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py vs tp-loading Qwen2-57B OOM; same general area of execution, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading problem vs unrecognized model/config.json missing model_type; different stages of the stack." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Load-time weight mismatch vs save_pretrained regression; both Qwen-related but not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model vs key error loading MobileLLM-125M; different models and failure causes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden_states vs ModelOutput key assignment when a prior value was None; related theme, but distinct bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; no shared underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:27957|issue:32090", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:46234|issue:46291", + "issue:43316|issue:44877", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "5d6ec248b2bc7bf7e346f1cdb08f0d2bd93a6fb6fa08fb27ea70d27b5a997c5b", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34773, + "estimated_input_tokens": 8694, + "estimated_eval_tokens": 17644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issue reports across model loading, multimodal processing, generation, config serialization, and infrastructure warnings. None of the soft-edge pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate exists because the issues span many unrelated code paths; if one must be chosen, #45698 is the most generally described and discussion-heavy report, so it is the best anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the strongest representative issue by discussion/activity and breadth of impact, but it still does not meaningfully unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated tokenizer-loading failure vs. a tensor conversion exception in Fuyu; different subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "One is a trailing-slash local model import warning; the other is a misleading synced_gpus warning in continuous batching. Same warning theme only at a very high level." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLM-Roberta vs. a Trainer GPU broadcast TypeError; different features and code paths." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync after synced_gpus vs. gather_for_metrics truncating tuple labels; both are runtime bugs but in separate utilities." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression vs. attention kernel divergence under torch.compile; both involve forward behavior but not the same bug." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Video classification output mapping bug vs. Gemma4 quantized embedder dtype casting; different models and different fixes." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. eos_token_id config inconsistency; both touch model config, but not the same underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs. Mistral-3 image preprocessor dtype mismatch; distinct model families and issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config mismatch vs. Whisper empty-transcription generation failure; unrelated model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor regression vs. pipeline translation-task messaging; one is code breakage, the other is an error-message wording issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized model save failure vs. wrong custom module loaded after save_pretrained; both are persistence-related, but they affect different mechanisms." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Assistant mask computation in apply_chat_template vs. image placeholder handling in VL user text; both multimodal, but different bugs and likely different fixes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question vs. missing transformers.onnx module import; unrelated topics." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs. kernels import failure due to version/revision requirements; both are import-time issues but not the same code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3 config API mismatch vs. strict config rejecting granite_speech; both are config/schema problems but different models and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance vs. non-persistent buffers being filled with junk; both involve initialization, but they are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage vs. GPTNeoX rotary_pct not persisting on reload; separate initialization vs. serialization bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file affecting tokenizer/model loading vs. unrecognized model type in config.json; both are loading issues, but one is about a specific argument and the other about model metadata." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency vs. sinq quantization save/load breakage; unrelated persistence/config regressions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs. cache lazy initialization causing recompilation; both relate to generation performance, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs. Ministral-3 FlashAttention failure; same model family, different concrete defects." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "NemotronH FlashAttention 2 support gap vs. a generic Flash Attention 2 issue; the titles are too broad and do not show the same underlying failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 trainer/workflow breakage vs. janus image-generation test failure; completely different models and failure surfaces." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor-conversion error vs. import Trainer only after uninstalling datasets; unrelated import-resolution problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe vs. batched apply_chat_template crash in Qwen2_5_VLProcessor; both multimodal, but different processors and bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. Sam3Video CUDA OOM; same project area, but one is architecture stubbing and the other is memory usage." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44242|issue:46894", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44610|issue:46369", + "issue:44792|issue:44977", + "issue:45632|issue:46424", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44534|issue:44913", + "issue:44479|issue:47217", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:43650|issue:46202", + "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44855|issue:45588", + "issue:44190|issue:44964", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "1fa51f0d645dfee642f046fbaa1c2b74cb41defb64ec53cbf80eecdc63923d5e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: the issues span unrelated model config, generation, vision, loading, and backend problems. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster does not represent one defect family; the items are mostly unrelated examples of different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear global representative for deduping the cluster, since the pairwise links are only superficial similarity and not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both mention loss computation, but they are different bugs in different models/training paths and do not describe the same code-path failure." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and tensorflow_text backend registration are unrelated failure modes." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "One is a qwen2.5-vl video position-id regression; the other is a general image-placeholder parsing failure in VL models." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch and SAM3 memory overflow are different processor/model issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug affect different models and code paths." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache path collision is about local module cache naming; max_cache_length only honored for quantized cache is a separate cache-policy bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "A legacy-field load failure in BEiT semantic segmentation is unrelated to saving/loading the wrong custom module." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend import behavior is unrelated to the missing falcon mamba availability helper." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload loss are different persistence/config bugs." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "The video regression for several Qwen VL models is not the same as the generic image-placeholder failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure and an auto_mappings CI break from removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are different configuration/model issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Windows ROCm torch.distributed import problems are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A generic 'ADD THE DATA' issue and Gemma roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model-behavior bugs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/warning issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and slash-ending local-model import warning are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is not the same as VL placeholder handling." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary loss normalization in MoE models are different training bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache missing in v5 chunked_prefill and Qwen3.5 recurrent-state reset are separate cache/state bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor using image processors and SAM3 VisionEncoderOutput missing attribute are different pipeline/model issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/IndentationError and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in an example script and Phi-4 multimodal model loading error are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and MIN_PEFT_VERSION bump 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": 39, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45245|issue:46858", + "issue:43827|issue:43994", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:43335|issue:44855", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:43526|issue:46697", + "issue:45127|issue:45357", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "245bd9913d1669fd1e225fcef6662f562227f6de0343499670a08dd9d6e9de1e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a noisy mix of unrelated bug reports. Only the DeepSeek tokenizer regression pair looks like a genuine duplicate/follow-up; the rest share broad subsystem terms at most, not the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44779 is the best canonical issue because it is the broader original report of the DeepSeek tokenizer regression, and issue:46489 explicitly describes itself as a gap in the earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest global anchor in this cluster: it matches the only clear duplicate pair and has the most general description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated failures: category-count error vs cache-length/device-tensor arithmetic bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is docs cleanup and the other is a model/pipeline inference correctness bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths and symptoms: BART generate mask initialization vs embedding reinitialization after resize." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but the model paths differ and the reported bugs are not the same concrete issue." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Same serving area, but one is tensor indexing in /v1/responses and the other is a missing processor attribute." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash vs RT-DETR feature-level mismatch; no shared bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Generic buffer initialization problem vs GPTNeoX config reload defaulting; unrelated symptoms and fixes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation failure; different models and root causes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Config bug in SwitchTransformers vs a Python 3.13 import/parse error; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different failures in different subsystems: flash-attention sink handling vs xLSTM unpacking behavior." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache loading, but one is a leaf-directory collision and the other is a FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to the category-count error." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different mixture-of-experts training bugs with different loss mechanics and models." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning regression vs Whisper empty transcription crash; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Video position-id regression vs Sam3-LiteText memory overflow; no shared underlying change." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs dataset-loading script issue; different areas entirely." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug vs BART decoder_attention_mask UnboundLocalError; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model-specific test failures with no shared code path evident." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet processor size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs serve tensor-indexing crash; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import vs Qwen3.5 chat crash; no direct overlap." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image processor issues, but the bugs are different: wrong vision positions vs padding math." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is OOM and the other is a memory overflow report for a different variant; not a clear duplicate." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Gemma4 embedding-resize behavior." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs local dataset loading; different problem class." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: labels reduction vs over-padding." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge / tied embeddings collapse vs incorrect visual encoder keys on save_pretrained; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5; 46489 explicitly treats its behavior as a gap in the earlier fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and the verdicts are conservative. The DeepSeek tokenizer pair is the only clearly supported duplicate/follow-up relationship, and the other soft-edge rejections do not overclaim beyond the evidence in the issue titles/descriptions." + }, + "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": 40, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45335", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:45290|issue:46752", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:44737|issue:45803", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:44938|issue:45542", + "issue:42796|issue:44521", + "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "82c5d98dd0c1eca7a2a33deda15c4f2e2f0a1d403917b60074d5ad8e4f341314", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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 heterogeneous: the soft-similarity links connect related keywords, but the paired issues describe different bugs, regressions, or environments rather than one underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits well; these issues span unrelated areas such as chat templates, cache behavior, model loading, imports, embeddings, and CI failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. If forced, issue 47217 is the broadest/openest, but it still does not cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is missing GenerationMixin cache in v5.0.0 while the other is about lazy cache init causing recompilation; different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and failures: Gemma4 embedding resize bug vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated code paths: Qwen3OmniMoe video-input validation vs transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Repo file listing/revision forwarding is unrelated to AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is stale auto_mappings references to removed configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both touch config/model loading, but one is missing fields from AutoConfig with trust_remote_code and the other is an unrecognized model_type error." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but they concern different models and likely different root causes." + }, + { + "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 input list." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but assistant masks in chat templates and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is missing cache in chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange bug and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression is not the same as unsafe sys.modules access." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Broad dependency complaints, but one is missing TensorFlow in a torch install and the other is a generic dependency issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a CI test regression versus a model-loading incompatibility." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading of Phi-4-multimodal-instruct is unrelated to stale auto_mappings entries." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard are different environment problems." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "One is lm_head weight tying in Mistral3ForConditionalGeneration; the other is a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to a missing import-utils availability helper." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Both concern model support, but one is config/model_type detection and the other is image-placeholder handling in VL models." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed config references in auto_mappings." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are different model-specific bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated export issues." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and importing layer_type_validation are unrelated failures." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model_type and PIL backend requiring torchvision are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding-resize behavior are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline behavior is unrelated to a syntax error in a notebook." + }, + { + "left": "issue:44521", + "right": "issue:44521", + "accept": false, + "reason": "Not a distinct soft edge candidate pair in the provided list." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:46082|issue:46121", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:44327|issue:46752", + "issue:43650|issue:44220", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:43295|issue:44779", + "issue:44279|issue:45405", + "issue:46123|issue:46369" + ], + "prepared_review_unit_hash": "81c7c1465e0ca390c405129dc2af6e0ccadf19a0c6ac399683765d809f36e309", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36597, + "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 heterogeneous: the issues span unrelated regressions in configs, tokenizers, caching, multimodal loading, docs, and pipelines. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly unrelated and do not form one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is too broad and the examples cover different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: buffer access error vs CPU/CUDA result mismatch in a layout model." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni feature-length helper bug is unrelated to PPDocLayoutV3 CPU/CUDA discrepancies." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support issue and a model-loading failure are not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized-embedder dtype casting are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked prefill cache missing and the other is max_cache_length handling." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config loading, but one is unrecognized model config and the other is unwrap text_config behavior." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-key list handling are unrelated configuration bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same broad flex_attention area, but different failures: compiled flex_attention vs a version check for AuxRequest import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-prefill failure and ANSI code generation in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction TypeError are different artifacts and failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k crash and empty chat-template IndexError are different pipeline bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a vague request, the other is an audio feature extraction issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention failure are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache length handling do not share a concrete code-path problem." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they fail in different models and on different conditions, so they are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support and package dependency problems are distinct issues." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize propagation and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Two missing-import reports, but for different modules and unrelated symbols." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config handling, but they affect different model families and different mechanisms." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch in a pipeline is unrelated to an unrecognized-model config loading error." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same Qwen family, but one is model loading and the other is save_pretrained checkpoint regression; different paths." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Text-classification docs and VL placeholder handling are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend and tokenizer thread-safety regression are different components and failures." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and behaviors." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency complaints: generic transformers dependency issue vs unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch pipeline bug and model memory overflow are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:43381|issue:47000", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:44462|issue:45081", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:43873|issue:47145" + ], + "prepared_review_unit_hash": "0364a25776c81ba7ec19f055c85bd7b9f0ce4892eeb69b0f57d376e9e0d1f200", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs across tokenizers, quantization/offloading, model loading, docs, and training utilities. None of the soft pairs look like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists here because the issues are about different code paths and different model families. If forced to pick a representative standalone report, issue 45812 is the clearest concrete regression, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone issue in the set: it describes a specific silent regression with clear symptoms and a model family target. It is not, however, a cluster anchor for the rest of these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline docs note; different subsystems and failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different model-loading/save paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization by device and Gemma4 resize_token_embeddings behavior are separate model-architecture bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and a PEFT minimum-version bump are not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both mention loading/auto device behavior, but one is a pipeline processor bug and the other is Gemma4 forward-device mismatch." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated training/runtime failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained key regression are distinct model/version regressions." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim validation and stale config.dtype after from_config are separate configuration issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import and broad import errors after upgrade are not the same concrete defect." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer initialization junk and missing weight_scale application are different serialization/loading bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The placeholder issue and FP8 inference on B200 are clearly unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-specific issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma4 mm_token_type_ids defaults are unrelated model-training behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights argument regression are not duplicates." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale loading corruption are different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation issues are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching and list_repo_files revision forwarding affect different APIs." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention.py s_aux handling and RTDetrLoss infeasibility are unrelated crashes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model offload loading are different stages and code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General offloading-with-quantization complaints and FP8 frozen-checkpoint weight_scale omission are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44336|issue:46851", 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"soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated issues; the soft-similarity links do not clear the duplicate threshold, so all candidate edges are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No strong cluster-wide canonical duplicate target exists: the items span unrelated regressions, model-specific bugs, packaging issues, and security reports, so collapsing them to one issue would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the most concrete representative bug report in the set: it has a specific failure mode, a clear affected code path (`position_ids` with variable-length inputs), and substantial user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Both mention output/behavior problems, but one is ANSI logging noise and the other is a Qwen3.5 position_ids bug; different code paths and root causes." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failures are unrelated; no shared bug mechanism." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-init bugs, but they affect different model configs and different missing/default fields." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "One is CPU-offload incompatibility in rotary embeddings; the other is variable-length position_ids handling. Different failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer-step are not the same concrete bug." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowness and VL image-placeholder failures are unrelated issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are separate model/tokenizer bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and training slowdown after upgrade are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend packaging and Python-version incompatibility are distinct environment/setup issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing rms_norm_eps precision issue; the other is a torch.split return-value issue in a different component." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and RTDetrLoss infeasible-cost-matrix errors are different failures in different subsystems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Backend installation confusion and torch/transformers incompatibility are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure do not share a concrete code-path." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission and gemma-4 zero3 from_pretrained failure are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache regression and CLIPVisionModel hidden_states regression are different model/runtime paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend error are unrelated import/package problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and intermittent slow import are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on one config and missing fields from trust_remote_code AutoConfig are different config-loading bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings stale references and leftover dummy classes are both repo hygiene issues, but not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention branching and ANSI-code emission are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM on Qwen2-57B load and FP8 weight_scale not applied are different memory/loading problems." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure on Ministral-3 are separate model-specific regressions." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids in Qwen-family models, but one is still-image temporal scaling and the other is variable-length input handling; too different to merge." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing storage object for Float8 and Qwen3.5 chat crash are unrelated runtime failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing export for a Qwen2.5-VL class and Python 3.9/3.10 compatibility are different release issues." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Shell-operator allowlist bypass and tar/zip-slip file-write RCE are both security issues, but they exploit different surfaces and are not the same vulnerability." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 breakage are separate model loading failures." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI rendering and a wrong docstring for position_ids 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": 44, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43531|issue:45362", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:45003|issue:46821", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:44561|issue:46399", + "issue:42886|issue:46132", + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:43257|issue:45137" + ], + "prepared_review_unit_hash": "fd09110144859f46170b2d823db06fd1e14340b8ec483477c72efc9b92e70f68", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several issues are loosely Qwen3/MoE or loading-related, but the soft pairs point to different bugs, models, and code paths rather than true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43257 is the closest representative of the strongest recurring theme in the set (Qwen3-MoE loading/regression behavior), but the cluster is too mixed for a clean duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43257 is the best available anchor because it is a concrete Qwen3-MoE loading bug and is more representative than the unrelated tokenizer/docs/vision/perf issues around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized-model config failure are unrelated bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is an import-time dependency/version issue and the other is a Qwen3.5 registration failure." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token config mismatch is unrelated to FP8 weight_scale loading corruption." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-family bugs: feature-length helper logic vs variable-length position_ids handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "Running 3d_parallel.py and Python version incompatibility are different failure modes." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding computation and missing vision-backend errors are distinct processor issues." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration bug and variable-length position_ids bug are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to image-placeholder parsing in VL models." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3-MoE-related, but one is a LoRA hf4.x\u2192hf5.x incompatibility and the other is a Qwen3VL-MoE loading regression." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Bfloat16 dtype mismatch and wrong hidden_states output contents are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError and empty-list chat-template IndexError are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist capture-file race is unrelated to a stale generate() warning." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained-in-classes behavior are different problems." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and gemma-4 ZeRO3 loading failure do not describe the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output cleanup and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure and CPU/CUDA output divergence are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but they affect different models and conditions and are not the same code-path bug." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available in trust_remote_code models is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness and resize_token_embeddings propagation are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed is not the same issue as the ZeRO3 deque IndexError." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test worker file-race and stale warning behavior are different problems." + }, + { + "left": "issue:46614", + "right": "issue:46655", + "accept": false, + "reason": "Phonemizer state leakage and video padding calculation are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output corruption and output_embeddings resize propagation are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46894", + "issue:46897", + "issue:47217" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:36246|issue:43596", + "issue:44451|issue:46752", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44995|issue:45200", + "issue:44242|issue:44857", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44623|issue:46726", + "issue:29870|issue:30333", + "issue:43526|issue:46894" + ], + "prepared_review_unit_hash": "37e14e477a775285b0e73762708f64613dd30435dac792e2098db5af4ddff3c3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired items look like unrelated bugs across different models, processors, configs, and runtime paths, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and failure modes, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is globally best; the cluster does not converge on one defect or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio fbank extraction are different code paths and different bugs." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing-vision-backend processor detection is not the same as failing on an image placeholder inside user text." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "One is a missing config field in Qwen3_5MoeVisionConfig; the other is from_config not unwrapping text_config for composite multimodal models." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "A broad video-input regression across several models is not the same concrete bug as SmolVLM's padding calculation error." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "These are unrelated import failures for different missing symbols from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error is unrelated to a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a model checkpoint and apply_chat_template on an empty list are different failures." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and tokenization changes are distinct issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to output embeddings not resizing correctly." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are separate model-specific bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque exhaustion and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 yet is not the same as a general Flash Attention issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and a training slowdown regression are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are different concurrency/runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing attribute and Sam3LiteText memory overflow are distinct model bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech is not the same as a missing deepstack_visual_indexes field." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking do not describe the same defect." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and float16 AMP crash are different code paths with different symptoms." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression is unrelated to a Windows/ROCm torch.distributed import dependency problem." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor save files and unrecognized image processor backend are separate processor issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A BART generate() UnboundLocalError and MLflow reporting after training 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": 46, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "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:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "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:46851", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:42199|issue:46851", + "issue:45685|issue:46431", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:45412|issue:46123", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "fd9474103391fbdd9134df8124d81f32fd7be927422a44b161dcd5357f857e11", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates here: the soft-linked pairs span different bugs across tokenizers, config/loading, multimodal models, cache/compile behavior, and training/runtime edge cases.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft-linked items point to distinct code paths rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the broadest upstream tokenizer-loading regression in the set, so it is the closest thing to a representative issue, though it still doesn't subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash-attention s_aux=None crash; different components and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Windows/ROCm torch.distributed import errors." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same bug as flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 behavior are separate tokenizer/model issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video is unrelated to Qwen3OmniMoe video input validation." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids are different model-specific bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram error in moe code is unrelated to missing chat template support in apply_chat_template." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and deepspeed double optimizer step are different training/loading problems." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are not the same underlying defect." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on deletion is unrelated to MaskGenerationPipeline batch-finalization dropping results." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import/type errors do not match RTDetrModel forward shape/feature-level errors." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and DeepSeek-R1 accuracy regression are different problem classes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to sam3_video vs sam3_tracker config mismatch." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another bug and Gemma pipeline roundtrip failure are not the same issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning and a stale paged-generate warning are different behaviors in different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is not the same as missing weight_scale on compressed-tensors load." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "/v1/chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated API bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel branching divergence and cache lazy-init recompilation are separate compile/perf issues." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE aux-loss behavior and deepspeed host synchronization are different training/runtime issues." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation crash is unrelated to static-cache device tensor slice arithmetic." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Chinese-language performance regression are not the same bug." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list apply_chat_template crash and XLMRobertaTokenizer vocab type mismatch are different tokenizer edge cases." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and missing vision-backend processor errors are distinct model/availability issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are related at most by broad serialization, not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44623|issue:45656", + "issue:43784|issue:46399", + "issue:44871|issue:46132", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:43232|issue:43673", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:43873|issue:44945" + ], + "prepared_review_unit_hash": "1d070d6e1135983c0f50b3094dc063240fe73521d87cc3eb208a4622665afa32", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35670, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues mostly cluster around Transformers v5 regressions and model-specific loading/runtime failures, but the soft pairs are generally only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest and most central problem statement in the set: a general Transformers 5.0.0 breakage affecting custom model initialization, which best matches the cluster\u2019s overall v5-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best global representative because it describes a broad framework-level regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs a data processing slowdown after upgrade; unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d is unrelated to mask generation partial-batch dropping." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering vs DeepSpeed double optimizer step; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 breakages, but one is generic custom-model init and the other is an ESM2-specific break; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different mechanisms." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision output field vs AutoConfig trust_remote_code field loss; different object types and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and TimesFM window_size AttributeError are unrelated model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to optimizer step being called twice." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration error." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs AttentionInterface behavior change; different subsystems." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; the other is a runtime positional-input bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation errors are not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race is unrelated to VL image placeholder handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different startup failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field and a generic Qwen3.5 Moe from_pretrained error are too broad to treat as the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is different from missing cache during chunked_prefill." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer load failure in v5 is not the same as continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics vs RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Generic Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes field may be related in family, but the symptoms/code paths are not clearly the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report is too generic and unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and lack evidence of a shared root cause." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are distinct problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:44496|issue:45561", + "issue:43784|issue:43824", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "9e85c436ba71a6cee583e8162663e3cb33c47c9eae51c1550ecdb1392b733ce0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only look superficially similar. The only clear duplicate is the repeated report of Qwen3ForCausalLM leaking VRAM when used in multiple dataloader threads (issues 42673 and 43704).", + "confidence": 0.78, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader VRAM leak that reappears in 43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global representative: it is a clear, well-scoped bug report, and its paired duplicate 43704 confirms it as the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Both mention Transformers behavior changes, but they are different failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths (GenerationMixin vs AutoImageProcessor)." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: tokenizer-mapping model addition failure vs a cli completion API break in huggingface_hub." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral regex/tokenizer backend crash vs auto_docstring crash with future annotations." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different concrete failures: embedding dtype drift in evaluate vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different areas entirely: LwDetr AMP crash vs auto_docstring logging at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer error and Gemma roundtrip failure on \u2581 are not the same underlying bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline/output type issue." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import logging are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import regressions, but they affect different missing exports and different modules." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3/MoE, but they are distinct model/version failures and not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different generation-path failures: sync_gpus kwargs handling vs janus image generation test failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3.5 infinite-loop-on-image report are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is from_pretrained loading failure." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist race and a cli completion attribute error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: missing tensorflow from a pip extra vs a nonexistent image_utils import." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 and a DeepSpeed host-synchronization concern are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pin mismatch and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow failure reporting and an Adafactor OOM are different training issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both reference FP8, but one is an accuracy issue and the other is a model-saving issue." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Tensorflow extra packaging and leftover dummy pt objects are unrelated repository hygiene/packaging issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but they concern different APIs and different symptoms." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors from Transformers changes, but they involve different missing names and different packages." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same concrete bug: Qwen3ForCausalLM leaking VRAM when used across multiple dataloader threads." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version incompatibility and a bad image_utils import are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patching and tokenizers thread-safety are different code paths and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only asserted duplicate, issue:42673 and issue:43704, is well supported by the identical titles plus the earlier/larger report. The other soft-edge rejections are cautious and do not overclaim equivalence based on superficial 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": 49, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:44186|issue:47085", + "issue:42898|issue:45812", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:44060|issue:45125", + "issue:30333|issue:34689", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "3d93c36792e3e2b88edb3782b12225db320c25cac165900474881d625a2042ff", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated tokenizer, multimodal, training, docs, packaging, and runtime issues. None of the soft pairs looks like the same underlying bug/change, so all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 42898 is the broadest v5 regression report, but it still does not capture the rest of the cluster well because the items are largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs: Phi4MultimodalConfig default-initialization vs VideoPrism output field wiring." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to tokenizer thread-safety regressions." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but one is cleanup-space behavior and the other is Granite token ID generation." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same failure as Qwen3.5 Moe from_pretrained breaking." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in dataloader threads and FA2 long-context performance regression are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer load failure and missing BOS/EOS insertion are distinct tokenizer issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they involve different examples and different fixes." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed auto-mapping configs and a huggingface_hub CLI compatibility failure are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and partial-batch result dropping are different pipeline/model bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are different documentation defects." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug does not match the ModelOutput None-key assignment issue." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizer/threading, but one is a model VRAM leak and the other is Rust tokenizer thread safety." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is a different issue from missing tensor-parallel plan support." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow reporting behavior." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change is not the same as processor.tokenizer/image input regression." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different v5 behavior changes: tokenization cleanup vs Pegasus output differences." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature breakage are separate training issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are unrelated multimodal bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading and double optimizer stepping with deepspeed are different defects." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and meta-init incompatibility in old remote-code checkpoints are different multimodal loading problems." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version-pin bump and leftover dummy classes failing checks are unrelated maintenance issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer v5 loading failure are distinct tokenizer bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE models is unrelated to tokenizer_class metadata mismatch on save_pretrained." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44075|issue:46231", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:46209|issue:46431", + "issue:44222|issue:44623", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:43232|issue:47276", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:43232|issue:46424", + "issue:44327|issue:47059", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "6b0a91be37ed48352c7743cb7d8cec8d47212984ae856fe1e56a555878866e9d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bug reports across tokenization, config/loading, quantization, generation, docs, and CLI import issues. None of the soft pairs looks like the same underlying bug/change, so I rejected all soft edges. There are no PRs in the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: there is no coherent duplicate set here, only a loose similarity cluster of unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is too mixed for a meaningful representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer runtime bug vs documentation typo; different problem and fix." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output regression vs AttentionInterface behavior change; not the same code-path issue." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs non-persistent buffer junk; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern imports, but the symbols and causes are different; not a duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs missing processor save files; different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs optimizer stepping twice; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error vs attention registry semantics; no shared bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure vs missing chat template validation; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Model FP8 save_pretrained issue vs processor save_pretrained issue; different artifacts and failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring error vs RoPE implementation bug; not the same underlying problem." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading problem vs flash-attention generation bug; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 from_pretrained error; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation state-update bug vs warning-message wording; one is functional, the other is cosmetic." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression vs FP8 B200 inference failure; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; similar shape but not the same issue." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs quantized embedder dtype casting; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy model field load failure vs huggingface_hub CLI compatibility break; different causes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking break in PretrainedConfig vs LlamaConfig validation of head_dim; different config issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Missing ReLU in DSA indexer vs numerical drift in Minimax attention; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Save/load corruption vs a question about shard-size defaults; not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation/sync_gpus bug vs OCR index error; different features and failure modes." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure vs config head_dim validation; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Model loading hang vs zero-probability output issue; different models and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Sync-gpus generation bug vs cache length configuration behavior; not the same code path." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash vs CLI completion regression; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Tensor split/indexing bug vs remote-code meta-initialization incompatibility; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids vs missing processor save files; different issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing attribute in SAM 3 video output vs off-by-one streaming mask; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Repeated pair: DSA indexer activation bug is not the same as Minimax attention numerical differences." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure vs quantized-model save/load breakage; related area but different concrete problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:45092|issue:45357", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "c7d63f85f22a948f39932f946a09b2e88ebc365d5fc7bc8a8425e57e7b747a39", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad subsystem words (tokenizers, VL models, AutoProcessor, DSA, SAM3) but not the same concrete bug or change. I would not merge any of the proposed edges.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the cluster looks like an over-broad similarity grouping of unrelated bugs across tokenization, vision-language loading, quantization, CLI, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplication triage; none of these items is a convincing representative of a duplicate family large enough to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: sam3-litetext memory overflow vs a broken DIA docs example." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is remote-code/meta-init incompatibility and the other is incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Same video-processing area, but different bugs: sliding-window off-by-one vs padding calculation." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency issue vs a padding performance issue; not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely different failures: missing transformers.onnx module vs XLMRoberta Flash Attention 2." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision backends, but they describe different error scenarios and likely different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Quantization accuracy issue vs a Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer subsystem, but one is torch.split return handling and the other is a missing ReLU." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different model paths and symptoms: Qwen2.5-VL vision_position_ids vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and model families; not one duplicate bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same SAM3 family, but a model-type warning is not the same as missing text encoder weights." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: Phi-4-multimodal loading failure vs huggingface_hub CLI test breakage." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different layers entirely: chat-completions request rejection vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: flash_attention_3 causes degenerate training, while the other is NaNs on checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different model internals and symptoms: MLA q_a_layernorm precision issue vs remote-code meta-init incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import vs tokenizer adds an extra space after an added token; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command regression vs NameError during sentence-transformers import." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError and stale auto_mappings references are different breakages." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs a docstring typo; not related." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy issue vs an image-specific infinite loop in Qwen3_5; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong offset_mapping and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 vs a sliding-window masking off-by-one; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer-dropping bug vs incorrect tied-weights warning; different code paths." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL/processor-related, but one is missing torchvision during AutoProcessor load and the other is image placeholder handling in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a model-specific BPE marker issue and the other is a broader tokenization change across versions." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer offline cache loading vs wrong tokenizer decoder type; different bugs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 issues: model-type warning vs memory overflow on sam3-litetext." + } + ] + }, + "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": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:39379|issue:46172", + "issue:42757|issue:45278", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:46172|issue:46762", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "59448cad2efd9f06e7b5afafebca22ef3c99ba2d8937f727539284cdac3c1623", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35659, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "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 vocabulary like imports, tokenization, loading, or multimodal processing, but they describe different concrete bugs and code paths. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is justified because the items span unrelated regressions across imports, tokenizers, multimodal processors, saving/loading, and training behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the broadest regression report and has relatively strong activity, so it is the closest thing to a representative issue, though it does not subsume the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different failures in different subsystems: an mllama mask handling bug versus a DeepSeek tensor dtype/transpose issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 42757 is a specific missing-symbol import from huggingface_hub; same symptom class, not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and a broken docs example are different issues." + }, + { + "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:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different concrete failure modes." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error on a CLIP model are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are separate model-path problems." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal token helpers and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization issues do not match incorrect outputs from pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer save_pretrained metadata mismatch are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a versioned tokenization change and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel incorrect outputs are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failing to load cjvt/sleng-bert are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are not the same code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "A tokenizer offset_mapping bug and multimodal assistant_masks being all zero are distinct failures." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-breakage umbrella, but 41628 is a specific AutoImageProcessor import failure; too broad to treat as the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-model save failure and GLM-5 GenerationConfig validation are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and multimodal assistant mask generation are different APIs and failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated apply_chat_template/processor problems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save logic and gguf_file loading for tokenizer/model are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning for sam3_video vs sam3_tracker is not the same as a missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "The DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and tokenizer_class metadata mismatch are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different model/features; not the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek tensor-operation bug and Minimax numerical-difference report are not the same concrete problem." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 around 5.4.0+, but one is a save_pretrained checkpoint regression and the other is a from_pretrained error; not enough to merge as one 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": 53, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:44995|issue:46697", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "90f6c75d14984938ab9a99e43ebec361b244f9a91459b059b0d1b8d01d73d70d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35868, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning tokenizers, multimodal models, import/version regressions, distributed training, docs, and CI. None of the soft pairs look like the same concrete bug or change, so there is no clear canonical duplicate target.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different symptoms and code paths: example-script multi-label output vs Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Both are regressions, but one is Qwen3-VL-Moe loading behavior and the other is a position_ids buffer read issue." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad MoE area, but one is a model/from_pretrained bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenization regressions, but the reported failures and affected models are different enough to not treat as the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Completely different tokenizers and failure modes: offset_mapping vs stale phonemizer backend state." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx is unrelated to the LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different environment/import problems: missing tensorflow backend in extras vs Python 3.14 load failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the classification example returning empty results." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different model subsystems: mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and likely different fixes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docstring parameter-name mismatch and import-time doc-lint stdout noise are different documentation/tooling issues." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific GPT2 flash-attention feature request; the other is a generic flash-attention issue without matching concrete scope." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 is unrelated to the phonemizer language cache bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to VL image-placeholder placement failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading and dtype mismatches in inference are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure is not the same bug as the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility problem and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale-cache crash and Swin2SR over-padding are entirely different model/preprocessing bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import symbol is not the same underlying issue as many import errors after a version bump." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification head initialization." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization incorrectness are related only at a very broad v5 level, not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script output issue and SigLIP2 implementation mismatch do not share the same code path." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper bug is unrelated to an AuxRequest import version check." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not mergeable as one PR/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": 54, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:45092|issue:46762", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:44466|issue:46002", + "issue:44263|issue:46762" + ], + "prepared_review_unit_hash": "d5e1e0ebbdaf6462e07794eb22d64323caa1dd2f5db6d7bfbd5fab68977619fc", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35695, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers v5 regressions and model-specific bugs, not a duplicate set. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45071 is the broadest core runtime regression in the set (PretrainedConfig type checking under v5) and is the closest thing to an umbrella representative for the cluster\u2019s migration-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the most representative broad v5 compatibility bug among otherwise unrelated tokenizer/model/doc regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "One is an OmDet-Turbo processor/model input-size mismatch; the other is a broken DIA documentation example. Different bugs and code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored is an optimizer bug; trainer.evaluate() failing after training is a separate trainer lifecycle problem." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but CLIP attentions missing and VideoPrism hidden_states misassigned are different model-specific bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type and a DeepSeek accuracy regression are not the same failure mode." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision-backend handling in AutoProcessor and repeated 429 retries are unrelated AutoProcessor issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A broken multi-label example script and a pipeline v5 error-message issue are different surfaces and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-patch helper on an image processor are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and a tokenizer BPE-marker bug in Ministral are different models and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights during UMT5 loading and AutoProcessor not forwarding kwargs are different loader bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A padding performance regression and a streaming pipeline regression are not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and wrong auxiliary-loss normalization are separate model bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "A missing Qwen2_5_VL import and repeated 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked prefill and SequenceFeatureExtractor padding overhead are different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training with FSDP2/PEFT produces wrong optimizer state; chunked_prefill cache missing is a separate generation bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5-related, but init_empty_weights argument handling and PretrainedConfig type checking are different call sites and failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency minimum-version bump not yet released on PyPI and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code checkpoint incompatibility with meta init and Minimax attention numerical differences are unrelated model-specific bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention.py crashing on s_aux=None are different null-handling bugs in different components." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated model/training failures." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under backends and Gemma4 still building causal masks are both attention bugs, but not the same code-path problem." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different problems." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and Minimax MSA attention numerical differences 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": 55, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:43937|issue:44977", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:45632|issue:46981", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:39401|issue:46209", + "issue:42222|issue:46178", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:42371|issue:42831" + ], + "prepared_review_unit_hash": "f8e2c0720577b8d288c66114769821a99ee6510b61eda18d734d234b2c3fb75c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes unrelated import errors, tokenizer regressions, model-loading/config bugs, training issues, and utility/test problems. No soft edge looks like the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the paired items do not share a concrete code-path failure.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a good global representative; the items span unrelated subsystems and failure modes.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and bug classes: mllama mask handling vs Florence2 training-loss double shift." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to an empty-list crash in apply_chat_template." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but they are different model families with different failure modes and code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config/type behavior, but one is type checking and the other is dtype persistence; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel execution failure is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape handling and AutoProcessor dependency-import crashing are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and outputs." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated model-specific problems." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video model-type warning is unrelated to a key error loading MobileLLM." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3next, but one is missing projections and the other is a from_pretrained loading error." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated 429 retries in AutoProcessor." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and CLI completion breakage are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The first is a vague testing_utils bug; the second is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and special_tokens list/dict misuse are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A generic testing_utils issue is not the same as a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and an unsupported BACKENDS_MAPPING tensorflow_text error are different problems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "A GenerationConfig validation error and an unrecognized-model config error are different loading issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and missing rms_norm_eps in MLA layernorm are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/functionality areas: configuration_utils import failure vs fbank feature extraction issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-error regression report is not enough to prove the specific image_utils import bug is the same issue." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "MLA layernorm config precision and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard sizing is unrelated to Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different concerns." + } + ] + }, + "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": 56, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:44263|issue:44485", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43208|issue:46897", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:46050" + ], + "prepared_review_unit_hash": "e18215c27900edda59997ad93736415c43a950582cab8cfe3af554b1cc766e36", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36874, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of Transformers v5/v5.x regressions and model-specific bugs (tokenizers, processors, FlashAttention, multimodal loading, optimizer behavior). The soft pairs are mostly topical lookalikes rather than true duplicates, so I reject all of them.", + "confidence": 0.24, + "canonical_issue_reason": "issue:43097 is the best anchor if one must be chosen: it is a concrete v5 breaking-change regression, relatively central, and has inbound references; the rest of the set is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most broadly representative issue in the set, but only as a loose cluster anchor\u2014not as a dedupe target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both are optimizer-related, but one says SGD args are ignored while the other is a double-step with deepspeed; different code paths and symptoms." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a streaming inference failure on Qwen3.5-0.8B; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A v5 API removal warning is not the same as unexpected position-id keys during model loading." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is changed tokenization output; too different to merge." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different loading failures; no clear shared underlying defect." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "One is a model config constraint on patchtsmixer, the other is an AutoProcessor retry problem; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer torch.split issue is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related loading issues, but one is a weight-shape mismatch and the other is missing projections in layer 0; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template crash is not the same as a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are separate compatibility issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE loading, but the reported failures differ: shape mismatch vs from_pretrained error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time bfloat16 warning and BLIP2 dtype staying float32 are different precision bugs." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they target different models and different failure modes." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 loss double-shift are unrelated model-specific bugs." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is enabling it for XLM-Roberta and the other is an unsupported-model error for NemotronHForCausalLM." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "A missing image-patch helper and a missing rms_norm_eps in MLA q_a_layernorm are different multimodal/model math bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 API removal is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior and Qwen3.5-MoE from_pretrained loading are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "A torch.split return-value problem in GLM-MoE DSA indexing is not the same as a deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor-transpose behavior are different defects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A TOKENIZER_MAPPING_NAMES None handling bug and a specific physical-intelligence/fast load failure are not the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model torchvision handling is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision and GLM-5 RoPE implementation are distinct model correctness issues." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not match." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A v5 removal regression is not the same as the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and repeated 429 retries in AutoProcessor.from_pretrained are different problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "A Qwen3_5 infinite-loop bug and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from the remote implementation is not the same as the deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for AutoProcessor video loading and a mistral_common import error are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed v5 API flag and a sinq save/load quantization breakage do not share the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45712", + "issue:45753", + 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"issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "3cf826f7b37361cd83965063a4e2bf879da98279f86f1557a3e78beb7990d343", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bag of unrelated Transformers issues, mostly from different models, loaders, or training paths. None of the suggested soft edges look like the same underlying bug, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family bugs: missing projections in one model vs a config field being dropped in another." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache regression is unrelated to MaskGenerationPipeline's final-batch flag bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image-processor method missing vs a torch.split indexing issue in a different component." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API is a compatibility issue; offloading with quantization is a separate runtime bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES=None are distinct load-time failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different models and symptoms; Qwen3-VL-Moe bug is not the same as qwen3next missing projections." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch bf16 warning during compile is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None during from_pretrained is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two unrelated import errors from different modules and different missing symbols." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different training-path bug than model_init not applying Liger Kernel." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics; not the same bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on an empty list are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision import handling is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor transpose/dtype bug is not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test seeding flakiness is unrelated to a logging-message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import-name failures with different missing APIs and likely different fixes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is not the same as Trainer import failing due to datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still triggering network calls is unrelated to UMT5Encoder weight loading." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training bugs and Bamba SDPA compile failure are different model-specific problems." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure and streaming pipeline regression are unrelated release issues." + }, + { + "left": "issue:43064", + "right": "issue:43873", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to quantization offloading behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 image loop are different model bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized-model persistence and the other is saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bf16 precision warnings and Bamba torch.compile+SDPA failure do not share the same root cause." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup/leakage is unrelated to a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model variants with different reported failures; too broad to merge." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling behavior and cache lazy initialization are separate mechanisms." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state bug is unrelated to streaming pipeline 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": 58, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:45584|issue:46365", + "issue:43352|issue:43976", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:43208|issue:43526", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43097|issue:46298", + "issue:36683|issue:43582", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:44483|issue:44514", + "issue:42831|issue:44261", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "905762a4b3856cff97f615c0009c122d1544d6f4b28af979ba3b4f11e67e47b0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35397, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; the soft matches are largely keyword overlaps (v5, imports, pipelines, RoPE, fp8) rather than the same bug. I do not see any PRs, and I would reject all proposed soft edges as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43502 is the strongest standalone issue in the set: it is a clear, reproducible core behavior bug, has the most discussion activity, and is described concretely enough to serve as the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the best issue overall because it has the clearest user impact, strongest engagement, and a specific failure mode that is easy to validate and triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both mention pipeline-related behavior, but one is an incorrect v5 error message and the other is save_pretrained support for Pipeline objects; different bugs and fixes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One is a PyTorch warning when compiling bfloat16 models, the other is a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning; unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is a documentation mismatch; streaming pipeline regression is a runtime behavior bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained is a loading bug; max_shard_size behavior in save_pretrained is a different serialization question." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is model inference logic; importing Trainer failing until datasets is uninstalled is an import resolution issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention 2 support for a specific model and Python-version incompatibility are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in /v1/responses and streaming pipeline regression involve different serving paths and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained breakage and Qwen3-VL/Qwen3.5 FP8 inference support are distinct feature/bug reports." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek v4 dtype/transpose issue affect different models and code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated subsystem bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is a model-backend bug; AttentionInterface.register changing callable behavior is a separate API issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch model internals, but one is FlashAttention support gating for NemotronH and the other is GPT2 attention scaling semantics; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and importing Trainer being affected by datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior and degenerate zero loss in sequence classification are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed tie_embeddings_and_encoder_decoder API and a noisy logging message do not describe the same underlying change." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A precision warning during compilation and a misleading synced_gpus warning in continuous batching are different warnings with different causes." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages/modules and are not the same dependency break." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Tensorflow not being included in a torch-only install and Trainer import breaking due to datasets are different packaging/import issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe and Qwen3.5 Moe from_pretrained error are related to moe/fp8 theme but not the same code-path problem." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky SamHQ test due to missing set_seed and a CLI incompatibility with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption in train() and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs attention bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both RoPE-related, but the models and concrete defects differ." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "The /v1/chat/completions request rejection and a batched Qwen2_5_VLProcessor chat-template crash are separate API failures." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and MLA q_a_layernorm epsilon precision drift are different numerical problems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is GenerationMixin from transformers.generation and the other is is_offline_mode from huggingface_hub; different symbols and causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIPOutput attentions no longer assigned and CLIPVisionModel.forward returning hidden_states=None are both CLIP regressions, but they affect different outputs and code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only causing API requests are unrelated import-vs-network 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": 59, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47276" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:41669|issue:44246" + ], + "prepared_review_unit_hash": "d5b66e2ab45f544958713bc2e6e7494cf23b8c7bc354b06d0f4859b650ea43e2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36602, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the titles only show superficial overlap (loading, saving, import, config attributes), and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "There is no true duplicate core here, but issue:43867 is the broadest, most representative user-facing load-model regression among the mostly loading/save-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43867 is the cleanest general representative of the cluster; it describes a concrete model-loading failure without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 behaviors: token embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a synced_gpus warning message." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both involve loading, but one is Qwen3VL MoE model loading and the other is a generic state_dict sorting failure." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and Pipeline save_pretrained failure are different save paths and object types." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to an import-time Trainer/datasets conflict." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different model config bugs: num_labels propagation vs Gemma4 attention mask construction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized roundtrip are distinct save/load problems." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support in Nemotron is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and missing fpn_position_embeddings in Sam3VisionEncoderOutput are different model attribute bugs." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout noise are unrelated import-time issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are separate config validation problems." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention masks and from_config(dtype=...) stale config dtype are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python compatibility, but they target different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load-model/state_dict sorting failure is not the same as Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and a huggingface_hub CLI completion attribute error are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and special_tokens list/dict mismatch are unrelated attribute errors." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are different regressions." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and missing pad_token_id in Llama4Config are separate model config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/parse failures, but compiled-file errors and torch.jit script comment parsing are different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache update and broad import errors after upgrade do not share a concrete code-path bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict loading order issues and Gemma pipeline roundtrip on '\u2581' are different serialization problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args being ignored is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output issues and RTDetrLoss infeasible cost matrix are different vision-task failures." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() decoder mask bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM on load are different distributed-memory issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restriction are unrelated model API issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict load-order failure and Qwen3_5MoeVisionConfig field dropping are different loading/config bugs." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup and intermittent import-time slowdown are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46002", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296" + ], + "prepared_review_unit_hash": "cf4f235dbd64f7f5b07811599de877387dc4a51bcf169a2b0df45497f121cba2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues: loading/import regressions, tokenizer/model API changes, a few model-specific bugs, and some test flakiness. Several pairs look superficially similar, but they do not share the same concrete underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43502 is the broadest umbrella among the set, centered on loading/runtime behavior and adjacent to several other load-path regressions, but it is still not the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best representative of the cluster\u2019s most common theme (user-facing loading/runtime regressions), even though the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test failures: one is missing set_seed in SAM HQ integration tests, the other is an xdist/captured_info.txt race in testing utils." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model save/load behavior, but they target different models and different failure modes (sorted state_dict loading vs incorrect visual encoder keys on save_pretrained)." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated topics: torch.no_grad on cache updates versus a Python-version compatibility regression." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache mutation fix; the other is a broad complaint that v5 breaks many models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different import/loading problems: missing PyTorch backend versus tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE territory, but one is FP8 save_pretrained behavior and the other is tensor-parallel plan metadata; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Different problems: missing embed_tokens.weight in from_pretrained versus NaNs in classification heads after init." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an inconsistent class structure change." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different code paths: DSA indexer/ReLU discussion versus DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breaks; not one concrete defect." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is missing tensor-parallel planning while the other is a from_pretrained error with different symptoms." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is network calls despite local_files_only=True; the other is an AddedToken keyword collision." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 config issues: tensor-parallel metadata versus a missing vision config field dropped by @strict." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but they are unrelated: SAM HQ seeding versus GraniteSpeech stale device override." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: test determinism issue versus a multimodal model loading failure." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Different API changes in different components: tokenization cleanup behavior versus video processor num_frames semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve versus a cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is specifically AutoTokenizer loading in v5 and the other is checkpoint reload across versions." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problems: int4 quantization memory growth versus cross-version checkpoint reload failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared bug: cache update no_grad decoration versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different load failures: missing Qwen2_5_VL export versus cache file lookup for trust_remote_code." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated: broken transformers env CLI versus AttentionInterface.register behavior change." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different areas: offline loading/network requests versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different issues: missing image-patch count method versus cache file not found." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A generic complaint about v5 breaking models is not the same as a specific special_tokens list/type error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: MLFlow reporting after training-job failure versus tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "No concrete overlap: compiled Python file errors versus a performance regression report after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different topics: sentence-transformers loading hang versus documentation confusion around model.forward arguments." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-adjacent, but one concerns cache update decorators and the other sync_gpus after generation; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/processor related, but one is num_frames semantics and the other is missing vision-backend handling in AutoProcessor." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different defects: unintended API requests during local-only loading versus FP8 save_pretrained for MoE." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Different failure modes: Qwen3VL MoE loading breakage versus generic checkpoint reload incompatibility across versions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Completely unrelated: MLFlow job-status reporting versus tensor parallel training 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": 61, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "296890a658bb556a33c59d487041225a57fb2fb445d7d4a9e8589f3843ec9a5f", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly unrelated issues. The suggested soft edges are all false positives: they share broad keywords like loading, imports, v5 regressions, or model family names, but the concrete bugs and code paths differ.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical anchor here; the items span unrelated bugs, docs issues, import errors, and model-specific regressions rather than one duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime generate() UnboundLocalError is not the same problem as confusing forward() documentation." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "One is a docs reference to removed pipeline() APIs; the other is an unrelated vague bug report." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both involve loading, but tokenizer-loading regression and Llama 3.2 model-loading failure are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports from the package root; same symptom class, but not the same concrete import regression." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs plumbing and the other is attention-interface usage; not the same fix." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Save/pretrained FP8 bug versus inference support request for Qwen3-VL/Qwen3.5 MoE; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leak is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but a broken env CLI command and type-checking behavior are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: env command regression versus missing Qwen2.5-VL export." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI/env regression is not the same as a huggingface_hub version-specific CLI test failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different root causes: dependency import breakage versus transformers env command behavior." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is a broad v5 bug report and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and DSA ReLU discussion are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute bug and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different loading failures: missing symbol export versus cache file lookup." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and deepseekv4 weight-conversion tooling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3.5 MoE vision config is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model-init Liger Kernel issue and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both mention model/token metadata, but pad_token_id missing and special_tokens being a list are different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated placeholder issue versus Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategies docs." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation and the placeholder racoon issue are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorting load error and special_tokens structure error are different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and undefined tf backend from tensorboard-only install are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the SmolVLM num_frames semantics bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is too specific to merge with an empty generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:46894", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:47176", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45468|issue:46894", + "issue:43576|issue:44273", + "issue:43976|issue:47177" + ], + "prepared_review_unit_hash": "77242a13146ef46ca7fabc1746791c0132aad5c762f1d59c2efac58c42a35d1e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38796, + "estimated_input_tokens": 9699, + "estimated_eval_tokens": 19654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all proposed soft edges are false positives across unrelated models, configs, CLI, and serialization bugs. The only plausible duplicate is the import/lazy-loading performance pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44273 is the broadest, most root-cause-oriented report in the import/lazy-loading subset and is the best representative if that subcluster is being collapsed.", + "canonical_pr_reason": null, + "best_issue_reason": "It best captures the shared import slowdown / lazy-loading regression more directly than the symptom-focused report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video/multimodal bugs, but they describe different symptoms in different processors and do not look like one underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from `import *` removal is unrelated to a missing cache object during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific `pad_token_id` config attribute error; the other is a vague broad regression report about v5 breaking many models." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL bounding-box/output quality bug is unrelated to `PretrainedConfig` type-checking in v5.4.0." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is 2D bbox hallucination and the other is an infinite loop on a specific image; too different to merge." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_idx` config field is a specific regression, not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization inconsistency for tied weights is not the same concrete bug as checkpoint reload failure after upgrading versions." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` handling and `_tied_weights_keys` list crashes are different code paths and different failures." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` CLI and checkpoint reload regression are unrelated symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a typo in cache strategies have no shared underlying bug." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad v5 regression report is not the same as a CLI failure caused by a `huggingface_hub` API change." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy text is unrelated to a generic version-breakage report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to the same import-performance / lazy-loading regression; the slower import is a symptom of lazy loading not working properly." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel not applied via `model_init` are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-scan performance and a missing `HybridCache` symbol are different failures with different root causes." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and slow numpy-to-list conversion in `SequenceFeatureExtractor.pad` are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output issues are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing `set_seed` is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating for Nemotron and Qwen3-VL bounding-box errors are different issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A buffer registration/readback bug is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class serialization mismatch is too specific to merge with a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both involve kwargs plumbing, but they affect different APIs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI breakage in v5 and shell-operator allowlist bypass are completely different concerns." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated serialization/model-internals bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance and a small testing utility bug do not share the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import slowdown from lazy loading/import * is unrelated to failing to import `HybridCache`." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and missing `Qwen3_5ForCausalLM` import are different issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a `comb.to(dtype).transpose(...)` bug are distinct DeepSeek-v4 problems." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "`model_init` kernel application and flash-attention-3 degenerate training are different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Incorrect timestamp math and incorrect video padding calculation are separate multimodal-processing bugs." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion and shell command allowlist bypass are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer activation issue and Gemma4 audio positional encoding are different subsystems." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` CLI and lazy-loading/import slowdown are not the same concrete problem." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Version-compatibility regression and missing model import are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support regression and tar/zip slip RCE are unrelated security vs compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:44246 \u2194 issue:44273, is a plausible import/lazy-loading duplicate from the titles alone, and the remaining pair rejections do not overclaim shared root cause." + }, + "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": 63, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44861|issue:47110", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018" + ], + "prepared_review_unit_hash": "0181100feac30fa50b0e4911d54c2ff1884eb41c0b4b8ca3b622526d9e2ad191", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 44, + "serialized_chars": 39434, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bugs and feature requests, so there is no strong cluster-wide duplicate center. The only plausible duplicate is a small Flash Attention 2.0 subpair; everything else looks distinct.", + "confidence": 0.58, + "canonical_issue_reason": "No single canonical issue is convincing: the items span unrelated tokenizer, loading, model, security, and performance topics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the closest broad umbrella for the Flash Attention 2.0 request, but it only fits a narrow subcluster and not the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching and DeepSeek-V4 FP8 weight conversion are unrelated problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5 MoE from_pretrained failure do not look like the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation and tar/zip-slip RCE are entirely unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion for forward arguments is not the same as a model-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI command and Qwen3_5 import failure are different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in multi-threaded dataloading are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key handling and special_tokens dict/list mismatch are different attribute errors." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are separate model implementations." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage and a tar/zip-slip RCE are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 breakage and shell command-substitution bypass are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with a dataloader-thread VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support for Nemotron and a file-write RCE are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network requests and timestamp calculation bugs are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior drift and wrong decoder type in v5 are related in theme but not clearly the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio encoding are different model-specific regressions." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a missing Qwen3_5 import are not the same concrete issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "MoE torch.split handling and audio positional encoding are separate bugs." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tie-weight key extraction and CLI completion API breakage are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "A VRAM leak and a testing_utils typo are not the same problem." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support and a Qwen3_5 import failure are different failure modes." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache and missing Qwen3_5ForCausalLM imports are separate import errors." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; 45250 is the generic umbrella and 28348 is the GPT2-specific request." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tie-weight key crash and chat-template tool-call crash are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler kwargs bug and an irrelevant/troll title are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment is not a meaningful duplicate of a security RCE report." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment is not related to a shell-operator allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an irrelevant/troll title 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 mention Flash Attention 2.0, but they are model-specific feature requests for different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and an irrelevant/troll title are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs and slow from_pretrained loading are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training correctness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-argument documentation are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3-VL/Qwen3.5 FP8 support are different requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value and DeepSeek-V4 gating are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment stays conservative and is well grounded in the packet. The only accepted soft pair, issue:28348 \u2194 issue:45250, is plausibly a broad Flash Attention 2.0 umbrella match; the rest of the false verdicts do not overstate duplicate evidence. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 64, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "4d548fbbbfe56eedd72b8281bd021bff8f429ea25bacd91a1e72b41e654086be", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1922, + "serialized_chars": 996260, + "estimated_input_tokens": 249065, + "estimated_eval_tokens": 498386 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 6937, + "estimated_input_tokens": 1735, + "estimated_eval_tokens": 3726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerged. The issues span unrelated topics (normalization, tokenizer warnings, loss kwargs, config typing, a typo, and an attention-interface mismatch), so none of the soft pairs look like the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not describe one shared bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative, because these items are unrelated rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig `norm_eps` typing is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former `ignore_value` handling and missing kwargs in loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing and RoFormer attention-interface usage affect different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss labeling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different failures; no shared underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore-value usage in Mask2Former is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint issue in ModernBERTConfig is not the same as a typo in a quantization field name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs propagation and `norm_eps` typing are separate concerns." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention norms, but one is about Llama4TextL2Norm semantics and the other about a ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore-value behavior does not match a ModernBERT config typing issue." + } + ] + }, + "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": "405d27a156daa5ee009b84e9ea72b477ab425d0539abff49bcb11915f1f25203", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are all in the same project area but describe different feature requests: truncation direction, ReduceLROnPlateau-style scheduling, and Wav2Vec2 word time offsets. They do not look like duplicates of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: tokenizer truncation behavior vs Wav2Vec2 timing offsets. No shared code-path or underlying bug." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation option request and learning-rate scheduler feature request are unrelated subsystems and solve different problems." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A ReduceLROnPlateau-like scheduler request is unrelated to Wav2Vec2 word boundary timing extraction." + } + ] + }, + "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": "d4ef6b2b5bc4495a2f19b27f6bbae7fad8072f90827ea8db5f7cfc628a8879d9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues appear to describe different problems: tokenization mismatch for Tapas, an authentication/error-message problem when downloading a private model, and a failure loading bert-base-uncased. They are related only at a very broad \"model loading\" level, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three, with the most discussion and the clearest user-facing failure around model loading, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best issue to anchor the cluster if one must be chosen: it is the most general and likely to attract related reports, whereas #13244 and #15980 are narrower and clearly different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a distinct bug from failing to load bert-base-uncased; they involve different models and different code paths." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "This is about the error shown when accessing a private model without login, which is an authentication/error-handling issue, not the same as the bert-base-uncased loading failure." + } + ] + }, + "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": "087a9c44d0f38d754c88831e3864cde518bdbad18ed31f0fc14aae6b78966c17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated community feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths: Flash Attention 2 support vs GGUF support. They are not the same underlying request and 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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "d35a611ce921c96ba6c0319a34b1ba90ca4414a0b71532cb561749db7c0181e7", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly translation-request issues for different languages plus a few placeholder/gibberish titles. They share a docs-i18n template, but they do not look like the same underlying bug or change, so they should not be deduplicated as one issue.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43834 is the most generic/template-like ticket and the closest thing to a central representative, but the set is too heterogeneous to treat as a single duplicate issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the cluster shape because its title is the clearest generic i18n-docs template; however, it still should not be used to collapse the language-specific requests into one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets: Turkish vs a generic placeholder ticket. Same theme, but not the same request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets: Turkish vs a generic placeholder ticket. Not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder i18n issue; shared template wording only." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Turkish docs translation vs unrelated placeholder/gibberish title; no sign of one shared issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation requests are distinct language-specific issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are separate language tickets, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs a generic placeholder translation ticket; not the same concrete request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs a generic placeholder translation ticket; only broad i18n similarity." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are different language-specific tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs a generic placeholder translation ticket; no evidence of the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs placeholder i18n ticket; same template, different request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs placeholder i18n ticket; not the same change." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs the generic placeholder issue; language-specific versus template-only." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request vs unrelated placeholder/gibberish title; insufficient evidence they are the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs unrelated non-language title; not the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder i18n issues, but there is no evidence they refer to one concrete language/request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical template-style titles alone are not enough to merge; no concrete shared translation target is shown." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder title vs unrelated placeholder/gibberish title; no clear same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English/gibberish title; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English title; broad similarity only." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder template style, but no proof they describe one concrete bug/change rather than separate language tickets." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder i18n ticket vs unrelated placeholder/gibberish title; insufficient basis to dedupe." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English title; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English title; only shared template similarity." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder i18n issue vs unrelated placeholder/gibberish title; no same concrete change." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder i18n issue vs unrelated non-English title; broad similarity only." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Two unrelated non-English/gibberish titles; no clear evidence they are the same bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation template vs unrelated Thai-like title; not the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation template vs unrelated Thai-like title; only superficial similarity." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs unrelated Thai-like title; not a duplicate underlying change." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are odd non-English titles, but there is no evidence they request the same translation task." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different non-English/gibberish titles with no shared concrete target; do not merge." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Unrelated non-English/gibberish titles; same broad noise, not the same issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different non-English/gibberish titles; no evidence of one underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "207bbe1c8b5a33163b81413567f6b9d749a6e257ffaa6c39f2907dd51d5fd649", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28620, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28620, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly distinct model/feature request issues that share a common template and broad NLP/vision-model wording. The soft-similarity signals appear driven by topical overlap in the repo, not by the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical duplicate stands out here; these are separate requests for different models/features, so they should not be collapsed into one issue cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46133 is the strongest representative ticket by specificity and discussion depth, but it is still a distinct request rather than a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but one asks for a matcher and the other for a detector+matcher for a different model; not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching is unrelated to MiniCPM3 model architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models and different integration tasks; no shared underlying bug/change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model integrations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are different architectures and changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model targets." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are different model features." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, not one duplicated ticket." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate model tickets." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support do not describe the same code change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially; they request different support." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE-related BERT-like models and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model support requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate modality-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech tasks/models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and changes." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests from different authors/projects." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and a personal-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a personal-name issue are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7b726b2f9433e3854c8488f89678246fa05172aee5d15da730b5d4312ea0e459", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a docs request about adding `pruna` as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is too weak to justify clustering them together.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46443 is the only substantive technical topic here and is the better cluster anchor, but it is not actually related to the docs-only `pruna` request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the stronger representative issue because it describes a concrete code refactor rather than a documentation addendum.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intent: documentation request for an optimization framework vs. a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "534a75a2a422e6cf57f456d7f4831e5640a01cdee381e1db4f40daa67fe07337", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a model-support request for DeepSeek v3.2. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue clearly serves as a canonical duplicate target for the other; they cover different subjects and there is no explicit linkage or shared technical scope.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue stands out as a best representative duplicate target because the items are unrelated and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Rejected: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different feature/bug areas with no evidence of the same concrete problem 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": "5a150f95445495a382858e04b800160f2105883f3582981b5efa568f2789753d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad \"tiled model optimization\" level, but they describe different feature requests: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about adding TiledMLP for lower memory use. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete API/configuration request and reads like a specific implementation target, so it is the better canonical representative if this cluster must have one.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the most actionable and narrowly scoped issue in the pair; 41826 is a separate feature request in the same general area but not the same change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE/TiledFusedLogitsLoss flag wiring in `from_pretrained()` vs integrating TiledMLP for memory footprint. Shared theme is too broad to treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "85f527f5459dcdbff2683488ebce252359cf9191b9c018d71ad2fd2df5c38f7b", + "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": "Both issues are about Trainer extensibility/custom trainers, but they describe different bugs: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They are related thematically, not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customizability problem and reads like the more central representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 has the clearer umbrella framing around Trainer customization, making it the better cluster anchor despite not matching 43600\u2019s FLOPS-specific topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a Trainer/custom-trainer theme, but one concerns `remove_unused_column` and the other concerns FLOPS counting; different code paths and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "623155a749be55288307a1ea26a72fd812d0589c57653917add4f47b11f571e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different model-support gaps: one adds Qwen3-Omni registration for generic auto classes, the other requests sequence-classification support for Qwen3.5. They are not the same bug/change and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the requests target different model families and different auto-model entry points.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader registration/support request, but it is still not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. Shared Qwen naming is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "21d583b7b93e13406ca945310ceaef107824afb1328198194815efff510eb45d", + "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 three issues titled \"huggingface \" look like near-duplicates, but there isn\u2019t enough body/detail evidence to merge them with confidence. \"Fett\" appears unrelated.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the most representative issue in the repeated \"huggingface \" group based on identical title and earliest creation time.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared targets/files; too little evidence that \"Fett\" is the same underlying issue as \"huggingface \"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared targets/files; no solid indication these are the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared targets/files; likely unrelated." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Very similar titles, but there is no body/target/file evidence to confirm they report the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but the available evidence is too sparse to safely treat them as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but no concrete bug details are available to verify they are the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d397e1beb8ef21afe03f52419d02c21dfa3cba1de99e17ba4c0033e3b1f6b2ae", + "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": "These issues do not look like true duplicates; the cluster is mostly generic/spammy or placeholder titles with no bodies, and the soft similarity signal is too weak to merge them.", + "confidence": 0.34, + "canonical_issue_reason": "issue:47036 has the most concrete, non-placeholder title, so it is the safest representative of an otherwise low-signal cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 is the most plausible legitimate report and the clearest title among mostly spam-like entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no substantive content; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles with no concrete bug/report details to match." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a generic documentation suggestion are not clearly the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a distinct community-tip title do not indicate the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted title are unrelated based on available information." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete overlap in problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; insufficient evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Two spam placeholders with no actual issue description; similarity is only superficial." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a distinct community-tip title are not the same change or bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted title do not share a concrete underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a distinct community-tip title are not sufficiently aligned to merge." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted title are unrelated on the evidence shown." + } + ] + }, + "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": "6e972300b753460ff454ab89e6fed85630f63309f21b157e33d2b1bd134c610d", + "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 is highly similar on title and metadata, but the packet does not expose the issue bodies or any explicit cross-linking, so duplicate status is not sufficiently evidenced. #45145 is still the better canonical issue because it is slightly earlier and has the only inbound reference.", + "confidence": 0.73, + "canonical_issue_reason": "#45145 is the strongest canonical issue candidate because it was created first and has an inbound reference, which makes it the likelier hub if these are later confirmed duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best standalone issue to keep as the primary record among two very similar reports, mainly due to earlier creation and existing reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the metadata is close, but the packet does not show the issue bodies or explicit linkage, so I cannot safely conclude they are the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core comparison is grounded only in identical titles, similar body lengths, and one inbound reference; the packet does not show the bodies or any explicit linking evidence. The soft-edge acceptance is too strong because it claims the issues are the same / effectively the same report without enough support. The canonical choice of #45145 is plausible, but the duplicate verdict should stay conservative." + }, + "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": "cf9e02da59ffcb3bcca78558b36be95d2c264105b2b980998b3641b5fd835a57", + "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 issues are just distinct name/date strings with no shared bug report, code context, or overlap; they do not look like 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:45762", + "right": "issue:45763", + "accept": false, + "reason": "No evidence of the same underlying problem: different titles, no body, no linked targets, and no shared technical context." + } + ] + }, + "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": "c7da86adfd0bcd57642754fd0d8b441636f2b8db1df92305b5a10d8896d4d2bc", + "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 do not appear to describe the same underlying problem; they are just similarly structured personal-name/date titles with no body or technical context.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: neither report contains substantive content, and the titles point to different named entries rather than the same bug or task.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is marginally better only because it is the earlier of the two, but it is not meaningfully more representative of a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles refer to different names and dates, with no shared technical context or description indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e3dd88fd0ecfbcdb8532f48b50dd78b709e949b5139b7d42c6a0df798860f084", + "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": "These are two unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45810 is the more concrete and actionable request, tied to a specific model/class addition.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the best representative issue because it specifies a clear code change request; #46295 is broader and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different features affecting different parts of the stack: adding a Qwen3_5 token classification/value model class vs enabling FP8 training support. No shared concrete code path or mergeable single 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": "c19322d1bf78b3fddd30967eddda9e6e351e28af7b51e9e0dc621c742c1ac58e", + "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": "There are two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated promotional/dataset content, and the cross-pairs are only loosely thematically similar, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical issue for the exact duplicate pair 45870/45871 because it is the earlier, representative copy of that request. It should not be used to absorb 45872/45873, which is a different DataForge request.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest global issue candidate only as the canonical representative of one exact duplicate pair; however, the full set is not a single duplicate cluster because 45872/45873 describe a different request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: a dataset bundle promo versus a financial time-series example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870; unrelated dataset listing vs example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and effectively the same issue; clear duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but one is an example request and the other asks for a scraping-service bundle; different underlying change/request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as 45870/45872; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related topic only; example prediction request is distinct from scraping-service bundle request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related topic only; not the same concrete issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and same request; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the cross-pairs. The two accepted pairs are supported by identical titles and 1.0 similarity, while 45869 is clearly separate from the DataForge requests." + }, + "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": "2401d448e19af27c6c389384719d61e6d67221f72bc10ca23d5a6f009d697eae", + "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 paths, but they describe different failure modes: one is a shape corruption leading to `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Similar subsystem, but not clearly the same underlying bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue #46439 is the better canonical choice because it describes the broader root problem in static-cache early initialization affecting linear-attention layers, rather than a model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative issue: it is more general, names the suspected mechanism, and is likely the broader bug report behind related static-cache linear-attention failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Do not merge: both concern static cache and linear attention, but one reports shape corruption/RuntimeError while the other reports a KeyError in Qwen3.5. The symptoms and likely code paths are different enough that they should be triaged separately." + } + ] + }, + "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": "27a0cd8b3bfc799ad4dbdc34cfb721fd34c8e69189113270d6cff6e2b330cf42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are exact duplicates: same title, same body length, and the pair evidence indicates near-identical content about Wav2Vec2CTCTokenizer v5 mishandling the word delimiter as a special token.", + "confidence": 0.99, + "canonical_issue_reason": "Choose issue #46552 as canonical because it is the open, current report with the same exact bug description as #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best representative because it is open, has inbound references, and matches the same underlying tokenizer bug precisely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact duplicate: identical title and effectively identical report of the same Wav2Vec2CTCTokenizer v5 special-token leak." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: both issues have the same title, the same body length, and a soft-similarity score of 1.0, so treating them as duplicates is conservative and supported. The canonical choice of the open issue (#46552) is also reasonable given its inbound references and current status." + }, + "evaluator_used": true, + "retried": false, + "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": "fc8e91746b564dbfe41eec1ab40bfd9603646a52b56f1d3d4e5deaae34b528e1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory condition after several epochs in RT-DETR v2 training. They point to different failure modes and likely different fixes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more concrete bug report, with a specific training-time tensor mismatch error rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the best representative issue in this cluster because it names a precise code-path failure and is easier to triage against an actual bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor-size mismatch vs. out-of-memory during later epochs. The titles and likely root causes do not match closely enough to treat as 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": 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": "5351e3b2fb143517b12a64693bdeda5ae42629fe177c940810c882cb152f1dbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues describe different loading/dispatch failures in separate code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 46822 is the clearer standalone bug report: it names the exact failing path (ZeRO-3 zero.Init on a composite multimodal submodule) and the concrete symptom (OOM during multi-GPU load).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs. 46822 is about ZeRO-3 partitioning not handling a composite language submodule and causing OOM; 46823 is about 4-bit loading with device_map='auto' and max_memory still dispatching to CPU and raising ValueError. Different mechanisms, symptoms, and fix paths." + } + ] + }, + "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-46906-17", + "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", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279" + ], + "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:46998", + "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:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47102|issue:47279" + ], + "prepared_review_unit_hash": "42223153710022ccc6f160e4565c9d1bf619059922bebeeb660cf8236f5dd580", + "component_budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28223, + "estimated_input_tokens": 7056, + "estimated_eval_tokens": 14368 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 52, + "serialized_chars": 28223, + "estimated_input_tokens": 7056, + "estimated_eval_tokens": 14368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a run of date-stamped \"[serge] integration failure triage\" issues. They look like recurring triage reports, not evidence of one shared underlying bug, so the soft similarities should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47279 is the best representative only because it is the latest open triage report and has the most recent references, but it should not be treated as the canonical duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads; same template/title pattern only, not the same underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + }, + { + "left": "issue:47102", + "right": "issue:47279", + "accept": false, + "reason": "Different daily triage reports; same subsystem and title template, but not the same concrete failure." + } + ] + }, + "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": "1e0b38aeef587b48b64e48a3d567c4d80dc28c34f92ee3ae503ff898d6451141", + "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": "These two closed issues appear to be duplicates of the same feature request: adding RWKV7 model support. The titles are identical and the bodies are highly similar.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is the better canonical representative because it has the same request plus some discussion activity, suggesting it served as the more active thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue to keep as the primary cluster item because it appears to have attracted more follow-up discussion while describing the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very high textual similarity; both request RWKV7 model support, so they are duplicates of the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and verdicts are grounded in the packet: both issues have the same title, very high textual similarity, and no contrary linkage evidence. The canonical choice of #46984 is also supported by its higher discussion activity. The language is appropriately cautious overall." + }, + "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": "52faee22ba0b8abf9976cf25f8101fb7443c9e0e2286201a093bea2484eb04cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, feature, or code change. They should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: both are conceptual, article-like topics rather than a concrete actionable report; 47015 is only marginally broader.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the slightly better representative because it is broader and less tied to a specific framing, but neither issue is a strong duplicate-canonical candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They are only topically similar; the titles describe different conceptual writeups about AI-based vulnerability discovery, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "8081ba7381b4d737ab7d348371127c6f7385762e021845fac99e69fdd27dfc7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#47138 and #47139 are very likely duplicates of the same issue: they have identical titles, matching body lengths, and strong soft-similarity evidence. #47139 is the better canonical/best issue because it already has inbound references, but the evidence shown does not prove they are exact duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "#47139 is the stronger canonical issue because it appears to describe the same bug as #47138 and already has inbound references, making it the better consolidation target.", + "canonical_pr_reason": null, + "best_issue_reason": "#47139 is the best issue to keep as the representative duplicate target since it has inbound references and is very likely the same report as #47138.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Identical titles plus strong soft-similarity evidence make these very likely the same underlying issue, even though the full bodies are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports these issues as strong near-duplicates: identical titles, identical body length, and soft similarity evidence. However, it does not prove they are exact duplicates or that their full contents are identical, since the body text is not shown. The canonical choice of #47139 is grounded by its inbound references, but the summary should stay conservative and say \"likely duplicate\" rather than \"exact duplicate.\"" + }, + "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": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-68", + "nodes": [ + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218", + "pull_request:47241", + "pull_request:47243", + "pull_request:47253", + "pull_request:47260", + "pull_request:47263", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47218|pull_request:47260", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47072|pull_request:47089", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47253", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:47163|pull_request:47284", + "pull_request:46912|pull_request:47284", + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:47069|pull_request:47089", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46376|pull_request:47260", + "pull_request:46836|pull_request:47275", + "pull_request:47163|pull_request:47173", + "pull_request:46196|pull_request:46995" + ], + "prepared_review_unit_hash": "77810dbec8738f29dc4dddf834b4adeb79b7afaa36352c0952baa368ae298c86", + "component_budget": { + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 128206, + "estimated_input_tokens": 32052, + "estimated_eval_tokens": 64360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated pull requests were grouped together; the only clear duplicate-like overlap is the CohereASR training-loss double-shift fixes. Everything else spans distinct models, docs, tests, or infrastructure changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest canonical representative for the duplicate CohereASR loss bug: it is narrowly scoped, directly describes the double-shift fix, and has an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best overall representative in this set because it is a focused, concrete bug fix with a clear code path and minimal unrelated scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug in the same code path; the implementations differ slightly but are plausibly mergeable into one fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the CohereASR double-shift loss problem in the same model code path; they are alternative implementations of the same bug fix." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": false, + "reason": "Both touch test image loading, but they use different helpers and target different fixture-loading refactors rather than the same concrete change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix and MusicGen generate typo are unrelated code-path bugs." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different failing test fixes for different models; no shared bug or code change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module handling is unrelated to CohereASR loss computation." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are XPU/test stability work, but they fix different model tests and different failures." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "One removes a CI docker builder, the other adds exporter dependencies to a dockerfile; related area, but not the same change." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template enum parsing and AqlmConfig error-message cleanup are unrelated fixes." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test updates for different XPU failures; not the same underlying bug." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Documentation comment tweaks vs CI docker workflow removal are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47263", + "accept": false, + "reason": "A chat-template schema bug and an auto-register regression test are unrelated." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both mention exporters, but one adds deps and the other fixes exporter mechanics; distinct code changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both edit Japanese docs, but one adds DistilBERT translation pages while the other is wording cleanup; not the same change." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS test re-enable and RT-DETR converter fix are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs translation and KV-cache docs updates are unrelated documentation changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different model-family changes: DINO conversion modernization vs finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test adjustments for different models and accelerator coverage; not the same bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test expectation updates and XPU test expectation changes are separate test maintenance items." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and CI docker image cleanup are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "CI docker removal and DETR-family compile fix are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese documentation translation and a new model implementation are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS support and RoMa keypoint matcher support are different model additions." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Distributed-training docs and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47253", + "accept": false, + "reason": "FSDP orchestration and tensor-parallel LM-head handling are separate distributed-system changes." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 work and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention internals, but one adds SDPA dispatch and the other routes packed rows through varlen attention; distinct features." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Continuous batching multimodal support and image-loading test refactors are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model addition and EfficientViT-SAM model addition are different model support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU tests and MIMO v2 flash fixes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE test expansion and MIMO v2 flash test fixes are unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE and Cosmos3 Edge are different model additions with no shared concrete bug or change." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support and EfficientViT-SAM support are unrelated model additions." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "`num_labels` typing fix and AqlmConfig validation-message fix are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU flash-linear-attention availability and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "SDPA dispatch support and flash-linear-attention availability are different attention-related changes." + } + ] + }, + "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": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-68", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46836", + "pull_request:46912", + "pull_request:46957", + "pull_request:46990", + "pull_request:46995", + "pull_request:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47204", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255", + "pull_request:47260", + "pull_request:47263", + "pull_request:47264", + "pull_request:47275", + "pull_request:47283", + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295" + ], + "soft_pairs": [ + "pull_request:47204|pull_request:47295", + "pull_request:47089|pull_request:47113", + "pull_request:47093|pull_request:47255", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46995|pull_request:47181", + "pull_request:47260|pull_request:47292", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:47166|pull_request:47292", + "pull_request:44517|pull_request:46376", + "pull_request:44775|pull_request:47181", + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", + "pull_request:47069|pull_request:47283", + "pull_request:47093|pull_request:47163", + "pull_request:46376|pull_request:47291", + "pull_request:46266|pull_request:47216", + "pull_request:47082|pull_request:47108", + "pull_request:47184|pull_request:47260", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", + "pull_request:47078|pull_request:47275", + "pull_request:46990|pull_request:47181", + "pull_request:47077|pull_request:47210", + "pull_request:46912|pull_request:46990", + "pull_request:47082|pull_request:47283", + "pull_request:47175|pull_request:47179", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47210", + "pull_request:47166|pull_request:47260", + "pull_request:47113|pull_request:47283", + "pull_request:47163|pull_request:47179", + "pull_request:47175|pull_request:47263", + "pull_request:47089|pull_request:47283", + "pull_request:46376|pull_request:47218", + "pull_request:46836|pull_request:47218", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47181", + "pull_request:47108|pull_request:47216", + "pull_request:44775|pull_request:46376", + "pull_request:46836|pull_request:47178", + "pull_request:43451|pull_request:46990", + "pull_request:46912|pull_request:47078", + "pull_request:47108|pull_request:47204", + "pull_request:46376|pull_request:46990", + "pull_request:47113|pull_request:47204", + "pull_request:47166|pull_request:47218", + "pull_request:47163|pull_request:47218", + "pull_request:46266|pull_request:46376", + "pull_request:47243|pull_request:47253", + "pull_request:46266|pull_request:47034", + "pull_request:46912|pull_request:47294", + "pull_request:47175|pull_request:47294", + "pull_request:47108|pull_request:47275", + "pull_request:47198|pull_request:47253", + "pull_request:46196|pull_request:46376", + "pull_request:47034|pull_request:47253", + "pull_request:47181|pull_request:47263", + "pull_request:47253|pull_request:47294", + "pull_request:44517|pull_request:47264", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:47069|pull_request:47113", + "pull_request:47078|pull_request:47243", + "pull_request:47069|pull_request:47082", + "pull_request:43451|pull_request:46266", + "pull_request:47089|pull_request:47255", + "pull_request:43451|pull_request:44517", + "pull_request:43451|pull_request:47263", + "pull_request:46912|pull_request:47291", + "pull_request:47105|pull_request:47255" + ], + "prepared_review_unit_hash": "d23ae67ee42bb734047a2e223e7cf85f5f60383ba2526aa3a8eba74f4d584449", + "component_budget": { + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 72, + "serialized_chars": 135634, + "estimated_input_tokens": 33909, + "estimated_eval_tokens": 68074 + }, + "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 integrations, docs-only changes, test updates, exporter/runtime fixes, and infra tweaks. I don\u2019t see any pair that clearly fixes the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Executorch/ONNX exporter setup and DiffusionGemma mask casting are unrelated code paths." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig error-message cleanup and audio feature/proc requirement fixes are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47255", + "accept": false, + "reason": "New OpenPangu-V2 model support is unrelated to a Gemma4 docstring example update." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Distributed-training docs reshuffle and Japanese DistilBERT docs are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support and MLU flash-linear-attention availability are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention MLU support and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47260", + "right": "pull_request:47292", + "accept": false, + "reason": "COCO fixture loading refactor and tipsv2_dpt XPU test data are unrelated test changes." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing changes do not match Cosmos3 Edge model support." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model support and NeuCodec support are different model additions." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Quantization test extensions and tipsv2_dpt XPU test updates are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model support and continuous batching multimodal support are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47181", + "accept": false, + "reason": "Distributed docs changes and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "MLU flash-linear-attention availability and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model support and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47291", + "accept": false, + "reason": "Continuous batching multimodal support and CB config deprecation are related only broadly, not the same fix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "DINO conversion/modernization work and compressed-tensors fp8 are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support and doc-builder comment cleanup are unrelated." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47260", + "accept": false, + "reason": "Multi-accelerator test marker changes and image-loading refactor are unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA model support and packed SDPA varlen attention are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family models and Granite-SWA support are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording edits and EfficientVit-SAM model support are unrelated." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47181", + "accept": false, + "reason": "FSDP orchestration/loading-saving work and Cosmos3 Edge support are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47283", + "accept": false, + "reason": "Japanese DistilBERT docs and stdout style check fix are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46990", + "accept": false, + "reason": "RoPE testing changes and FSDP orchestration changes are different infra work, not one bug." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47283", + "accept": false, + "reason": "RoMa model support and interactive-stdout handling are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI test updates and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Distributed docs edits and Unlimited OCR model support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model support and SDPA varlen routing are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47260", + "accept": false, + "reason": "Quantization test expansion and COCO fixture loading refactor are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47283", + "accept": false, + "reason": "Audio requirement fixes and stdout interactivity check are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Paged-attention XPU tests and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47263", + "accept": false, + "reason": "Olmo3 CI expectations and auto.register string-key regression coverage are unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47283", + "accept": false, + "reason": "AqlmConfig message cleanup and stdout style guarding are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47218", + "accept": false, + "reason": "Continuous batching support and image-loading helper refactor are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Unlimited OCR support and SigLIP path fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46990", + "accept": false, + "reason": "Molmo2 model addition and FSDP orchestration are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE tests and Japanese wording changes are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "num_labels None typing and audio requirements fixes are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese docs wording and Executorch exporter fixes are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder comment cleanup and compressed-tensors fp8 are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47283", + "accept": false, + "reason": "Audio requirement cleanup and stdout style guarding are unrelated." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47253", + "accept": false, + "reason": "Executorch exporter fixes and tensor-parallel tp_plan propagation are distinct 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unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47291", + "accept": false, + "reason": "Kimi exportability changes vs continuous batching config deprecation; unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47298", + "accept": false, + "reason": "GPTBigCode/GPTNeoX backend compatibility vs MI450 image/model failures; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model support vs Molmo2 model support; both model additions but different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support vs Olmo3 CI expectation updates; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 support vs Step-3.7 flash support; different model families." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 flash model work vs exportable Kimi changes; different features and code paths." + }, + { + "left": "pull_request:47255", + "right": "pull_request:47298", + "accept": false, + "reason": "Gemma4 docstring example fix vs MI450 image-loading/model failures; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 model addition vs NeuCodec model addition; different models." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support vs paged-attention tests; unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47255", + "accept": false, + "reason": "Cosmos3 Edge support vs Gemma4 docstring update; unrelated." + }, + { + "left": "pull_request:47241", + "right": "pull_request:47298", + "accept": false, + "reason": "Different hardware/precision failures in different model stacks; not the same bug." + }, + { + "left": "pull_request:47264", + "right": "pull_request:47298", + "accept": false, + "reason": "DAB-DETR/Grounding DINO dtype fixes vs MI450 model failures; unrelated." + }, + { + "left": "pull_request:47283", + "right": "pull_request:47298", + "accept": false, + "reason": "Stdout interactivity check vs MI450 model failures; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition vs exportable Kimi backend/export changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model addition vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exportability/backend work; different exporter changes." + } + ] + }, + "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": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-68", + "nodes": [ + "pull_request:43451", + "pull_request:47003", + "pull_request:47034", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47181", + "pull_request:47241", + "pull_request:47255", + "pull_request:47264", + "pull_request:47298" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47298", + "pull_request:47096|pull_request:47298", + "pull_request:43451|pull_request:47255", + "pull_request:47096|pull_request:47255", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", + "pull_request:43451|pull_request:47264", + "pull_request:47096|pull_request:47264", + "pull_request:43451|pull_request:47166", + "pull_request:43451|pull_request:47181", + "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47241", + "pull_request:47003|pull_request:47264", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298" + ], + "prepared_review_unit_hash": "eca4fd4fc56e685f872c45f25f2601152bbba77c28ffe34fa4d47563ce39df24", + "component_budget": { + "node_count": 68, + "item_count": 68, + "soft_pair_count": 203, + "serialized_chars": 245782, + "estimated_input_tokens": 61446, + "estimated_eval_tokens": 123148 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 19, + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose similarity cluster, not a duplicate cluster: it mixes unrelated model additions, exporter work, training/test updates, and platform-specific bug fixes. None of the soft-edge pairs look like the same underlying change or fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate target here. If forced to pick a representative, 47096 is the closest hub because it is a substantive code-path change with several superficial overlaps to other export/model-support PRs, but it is still distinct from them.", + "best_issue_reason": null, + "best_pr_reason": "47096 is the best standalone representative of the mixed set because it is a concrete code change with broader technical scope than the docs/test-only PRs. It should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model addition vs MI450 image-loading fallback fix; different models, different code paths, no duplicate bug/change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exportability and exporter previews vs ROCm/MI450 image decoding fallback; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "New Molmo2 model support vs Gemma4 docstring example update; docs-only tweak is not the same change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47255", + "accept": false, + "reason": "Exporter/codegen work vs a Gemma4 example path update; no shared bug or implementation target." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Model addition vs Neuron LoRA finetuning scripts/training args; unrelated scope and code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 addition is unrelated to DETR-family half-precision torch.compile position-embedding fixes." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Trainium finetuning scripts vs Kimi exportability/model changes; different domains and no shared fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability changes and DETR-family compile crash fixes address different problems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47264", + "accept": false, + "reason": "Molmo2 model support vs dtype mismatch fixes in DAB-DETR/Grounding DINO; not the same underlying change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47264", + "accept": false, + "reason": "Exporter/model exportability work vs detection-model dtype fixes; distinct implementation and behavior." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Model addition vs quantization test extensions; one adds code, the other broadens tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are model-support PRs, but they add different models (Molmo2 vs Cosmos3 Edge) and are not duplicates." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter feature work vs MI450 image utility fallback; different subsystems and goals." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "Exporter framework additions vs DETR-family compile crash fix; unrelated code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "OpenVINO exporter work does not overlap with DAB-DETR/Grounding DINO dtype mismatch fixes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability changes vs NeuCodec model support; both are model-related but not the same change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter PR vs NeuCodec model addition; unrelated and not mergeable as one fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Model exportability changes vs XPU paged-attention test additions; tests do not indicate the same bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec support and MI450 image-loading fixes are unrelated; no shared code-path 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": 2, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "1922d554895b571ba60b4f0403167a6563cd6999f0fd0485f426ad688590f0dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated feature PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They share only broad \"add model support\" similarity, not the same underlying change or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40755 is the broader, more self-contained feature addition in this cluster, but it is not a duplicate of PR 41224; the two PRs target different model families and implementations.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, 40755 is the better umbrella candidate only because it has the larger feature surface. It is not a true mergeable duplicate with 41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are completely different model changes, touching different files and code paths. Shared documentation/tests/model-support language is too broad to indicate the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 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": "818aa02910ee37a39dc8690bd055b627a5cc04f180d1a096e6fae77b9702de2e", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31599, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft-edge pair looks like a true duplicate: two PRs that both extend `fixed_cross_entropy` to forward supported `cross_entropy` kwargs. The rest are broadly similar within shared subsystems or just coincidentally related, but not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical representative: it has the explicit tracking issue link, a fuller description of the intended behavior, and broader context for the same `fixed_cross_entropy` fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest single PR in the cluster for the `fixed_cross_entropy` change because it cleanly captures the bugfix goal and the exact `nn.functional.cross_entropy` forwarding behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both mention tokenizer/export-style APIs only by loose similarity; they change unrelated code paths and are not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "One is missing tokenizer methods for Mistral, the other adds a new model package; no shared concrete fix." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch auto/processor/model-loading machinery, but for different models and different problems; not mergeable as one PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to adding MobileLLM; shared similarity is only superficial." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths and goals: loss helper kwargs vs. Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are tests-related only in a broad sense; they address different features and cannot be merged as one fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic executorch export tests are unrelated to adding a new model checkpoint." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. `cls.config` resolution ordering fix are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model-specific changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition is unrelated to a repository-wide model creation skill/doc PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing config resolution order are different underlying issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill docs are not the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different fixes; the overlap is only that both touch modeling code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are separate issues despite both involving model/modeling files." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific test fixes do not match a class/config resolution bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill PR are clearly unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "No shared concrete bug/change beyond broad Transformers internals." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and a developer skill/documentation PR are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs target the same concrete bug in `src/transformers/loss/loss_utils.py`: forwarding supported kwargs into `nn.functional.cross_entropy` for `fixed_cross_entropy`. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only true mergeable duplicate pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and implement the same `fixed_cross_entropy` kwargs-forwarding bugfix. The other pair rejections are appropriately cautious given only soft similarity evidence." + }, + "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": "5d8582f038c83a56a3f6ec8a43a2c14334bc9559d58e6407f1b0480bec27052e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflows, but they target different action families and purposes: one is specifically for Node 24 compatibility, the other is a broader/latest-version refresh focused on Docker build actions and a few other workflow actions.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner representative because it has a specific compatibility goal (Node 24) and a consistent set of workflow action version bumps across many workflows, making the change intent more concrete.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 best captures the underlying maintenance task in this cluster: upgrading workflow actions to versions that keep the CI system working with the newer Node runtime.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "These are related workflow maintenance changes, but not the same underlying change. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other actions to newer versions. They touch different action code paths and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e1dd243e79908baa83fea47b5f267c5571e3757df3163ecd2da3e378797642bc", + "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 pull requests add different models (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is limited to routine docs/auto-registry scaffolding, so they are not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each item introduces a distinct model integration, not the same bug fix or feature branch.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication purposes; the PRs target different models and cannot be consolidated into one representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/doc files are expected integration boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM add different model implementations with different codepaths and tests." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations; overlap in registry/docs does not indicate a duplicate fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions with different filenames, modeling code, and test suites." + } + ] + }, + "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": "a58537057e87e4bdfdd2044f33c26eb1fa37bb94dd4bc7f70734af54695358cd", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19595, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs are unrelated despite generic \u201cfix\u201d titles. The only plausible duplicate/mergeable pair is the two YOLOS fixes, which address the same device-map bug but with slightly different patches.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it names the YOLOS device_map=\"auto\" bug directly, has the explicit issue target, and its fix is the simpler baseline for the shared YOLOS device-placement problem.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the best global PR candidate because it is the most explicit about the exact YOLOS bug and tracking issue, while 46922 adds an extra placement adjustment on top of the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only edits, but they target different models and different failures; they do not look like the same underlying bug or mergeable fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes and FP8 dequantization/model-loading changes are unrelated code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding behavior is unrelated to generation-config watermarking validation and broader generation updates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding/test work and YOLOS device-map fixes concern different models and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy test edits in CLIP/ViT do not match the Phimoe integration-test CI/memory-limit workaround." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch different subsystems: placeholder model tests versus FP8 dequantization/model-loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test placeholders are not the same bug as generation config watermarking handling." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different problems; CLIP/ViT test edits are not the YOLOS device-map fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/padding changes and Phimoe CI runner-memory patching are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 kernel/loading changes are not the same bug as generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "These concern different model families and different runtime issues, not one mergeable bug fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking validation is unrelated to the Phimoe CI CPU-memory workaround." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking validation in generation config does not match the YOLOS device placement/device-map bug." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "The Phimoe CI runner-memory workaround and the YOLOS device-map fix are unrelated." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "They address the same YOLOS device-map bug in the same model file and share the same issue target, but 46922 adds an extra device-placement adjustment, so they are related mergeable fixes for the same underlying problem rather than identical change sets." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The YOLOS pairing is plausibly related, but the writeup is a bit too strong for the evidence. PR 46886 and 46922 share the same file and issue target, yet 46922 also includes an additional device placement fix, so calling them the \u201csame change set\u201d / \u201csame code-path fix\u201d overstates what is shown. Please soften that language to \u201crelated mergeable fixes for the same YOLOS device-map bug.\u201d The other pairwise rejections look conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "a7d4747224185227f252bbac16ebd2e585f20dcf5e975201f3b75eca9e9cee64", + "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": "Three open '[don't merge]' PRs that only look similar at a high level, but they change different code paths: packaging/versioning and a Vit test, CI comment/notification workflows, and a PR security-gate workflow. None are duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are unrelated test/CI changes rather than multiple versions of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative; each targets a different subsystem and they could not plausibly be merged into one duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and a model test, while 46747 only switches a workflow trigger for the security gate." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap in test-related files; 43488 is packaging/version/dependency work, whereas 43532 rewrites CI/comment/notification workflows and test utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "These touch different workflows and different code paths: 43532 is about self-comment/self-scheduled/slack reporting behavior, while 46747 only changes 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": "60a18603fb1dbe6f5bbc6f72e125b56fefe177603f686ee00a4518d8350a63b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share infrastructure and documentation patterns, but they do not appear to fix the same concrete code-path problem, so the soft duplicate edge should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43613 is the broader and more concrete PR, covering the visual segmentation pipeline with more model integrations and tests; if one PR must be treated as the representative item, this is the better canonical choice.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43613 is the stronger standalone PR due to its wider implementation scope, additional model support, and more extensive test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and different underlying features: concept segmentation vs visual segmentation. Shared docs/registry files are infrastructure overlap, not evidence of 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": "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": "0fd137499301ce2550ca20d00f743a0ccf92cfe177efea8ed4a622d0a5764d6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR here: the PRs address different code paths in `trainer.py` (loss scaling vs. column filtering) and are not duplicate changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the cluster because the cluster is not a duplicate set; the two changes are unrelated beyond sharing `trainer.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: 43651 adds `_loss_is_scaled_for_ga` and changes gradient-accumulation loss normalization, while 43663 extracts `_get_signature_columns` to customize input-column filtering. Different behaviors, different bug/change targets." + } + ] + }, + "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": "da066122dd97c163b14055426b13513caced252f3bad5da42040b5d4f48c0680", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about runtime/type-annotation issues in the CLI, but they fix different problems: #43656 is a broader annotations/typing cleanup around `TimedModel`, while #43842 specifically fixes `TypeAdapter` being unavailable when pydantic is not installed. They are related, but not the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleaner representative for this cluster because it directly targets the explicit `TypeAdapter` NameError path and has a narrowly scoped fix tied to its issue target; #43656 is a separate annotations-related change in the same file.", + "best_issue_reason": null, + "best_pr_reason": "#43842 is the best PR to keep as the representative example: it has the most specific problem statement, a tight diff, and the fix clearly matches the reported missing-pydantic `TypeAdapter` runtime error.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and broadly similar typing theme, but #43656 changes postponed annotations and type imports for `TimedModel`, while #43842 fixes `TypeAdapter` being referenced when pydantic is absent. Different concrete bugs and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "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: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:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "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: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": "bb08c525b64242f5d55247d5871ab73ceba7a047a3f576f21d51de2749f9a39f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76939, + "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 set of separate model-specific output-tracing refactors that share the same tracking issue (#43979) but are not duplicates. The only true duplicate families here are the GPT-Neo pair and the GPT-J/CodeGen variants; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present, so there is no canonical issue to choose. For PR triage, 44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor family: it is the later, broader version, has the same concrete output-tracing edits, and plausibly subsumes the narrower GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best PR representative among the true duplicates because it captures the same GPT-J output-tracing change while also including the related CodeGen copy, making it the most complete version of that concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad tracing theme, but different model code paths (CVT/FNet vs GPT-J). Not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different architectures and fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both edit the same GPT-J output-tracing code path in model_gptj.py and look like the same refactor iteration." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate implementations; same theme is not enough to call them duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet: unrelated model code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa v2; shared tracking issue does not make them duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT: different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo refactor in the same file/tests; these look like duplicate versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen: related theme, but not the same code-path problem." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J: different concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate refactors, not duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT: same broad subsystem, but not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models/code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different model families and different refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen: not the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated fixes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same issue label, different implementation." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J: different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; not the same concrete bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; only the refactor theme matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + }, + { + "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 vs VisualBERT: different concrete fixes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM: same pattern, different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT: different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM: not the same fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo: different models, same tracking issue only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5: different underlying changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBERT; same refactor family, different fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet are separate model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet vs SpeechT5: unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5: different concrete refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5: different models and changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa v2: unrelated model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 vs TextNet: different underlying changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, broader version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file, and 44722 clearly subsumes the narrower version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; same issue target is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs ResNet; different concrete fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are separate refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 vs ViTS: different underlying changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT vs TextNet: shared theme only, not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The soft-edge calls are conservative overall, and the duplicate-family choices are grounded in the packet: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722) are the only pairs that clearly share the same concrete code path. The only nuance is the summary wording about the whole cluster sharing issue #43979; that is a bit broad because several PRs in the packet do not target that issue, but the overall triage conclusion is still supported." + }, + "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": 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": "2a56fc9e97a3385c0932e4a3b7b22d6a9013841ed3ef1b5c3d281d76c1520141", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12758, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "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 standardized output-tracing/capture utilities, but they do not appear to be duplicates of one another because each changes a different model implementation and code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative of the set because it has an explicit issue target and shows a concrete, self-contained SpeechT5 output-capture migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone PR in the cluster: it is clearly scoped, linked to an issue, and reflects the same output-tracing refactor pattern with more explicit grounding than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (MPNet vs VisualBert) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad migration theme, but these are separate model-specific changes (MPNet vs TextNet) and could be merged independently." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only at the framework-refactor level, not a shared bug or single fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output handling, but they address different model code paths and are not the same concrete 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": 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": "754caffd8a3c5f89125458e418f26cf52f0896fef30de29e884dfbecdbe7cab4", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are PRs for a broadly similar \"refactor output tracing\" theme, but they target different model families and code paths, so they are not duplicates of one another under strict PR triage.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present; PR 44003 is the broadest representative of the shared output-tracing refactor theme, spanning two related model files and the new tracing helpers.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single representative of the cluster because it has the most substantial concrete implementation work and the clearest model-code changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files; both are output-tracing refactors, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families (timm_backbone vs univnet); no shared concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different targets (timm_backbone vs mamba/falcon_mamba); 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only the refactor pattern overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and code paths (vision_text_dual_encoder vs univnet)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (vision_text_dual_encoder vs upernet); no common concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different targets and implementations; both are tracing refactors, but not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (vision_text_dual_encoder vs depth_anything)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (univnet vs upernet); same generic refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths (univnet vs mamba/falcon_mamba)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (univnet vs depth_anything); not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (upernet vs rwkv); shared tracing label is too broad." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and implementations; not mergeable as one concrete bug fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (mamba/falcon_mamba vs superpoint); same refactor pattern only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (timm_backbone vs codegen)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (univnet vs codegen); 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not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (speech_encoder_decoder vs superpoint); same broad refactor only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (speech_encoder_decoder vs rwkv)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (speech_encoder_decoder vs dpr); no concrete overlap beyond tracing refactor." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (superpoint vs rwkv); not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (superpoint vs dpr); only thematic similarity." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (rwkv vs dpr); same broad tracing refactor label only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "74b0dfa620fcd09aac59217d541c64a376c2634bd81564a91351420a6670fedf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-addition PRs are grouped by broad Transformers boilerplate overlap, but they implement different models and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the better anchor because it has an explicit issue target, is narrowly scoped to Voxtral TTS support, and appears more directly tied to a specific tracked request.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the best representative PR in this cluster: it is a focused implementation for one model family and has a clear issue linkage, whereas 44662 is a separate PenguinVL addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PenguinVL implementation vs. Voxtral TTS support. The overlap is only generic model-registration/docs scaffolding, not the same bug or mergeable 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": 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": "7c471c6e02527144bde84c4e9ddc88a8118d435630ff05043edc49ab3b02b737", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the general idea of fusion, but they are not the same change: #44979 introduces a new Module Fusion API in a standalone core file, while #45363 wires n-to-1 fusion through KernelConfig and model-loading integrations. Similar theme, different code paths and scope.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the broader, user-facing kernel-fusion implementation that threads through model loading and integration code; #44979 is a separate core API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the more central and complete PR for the cluster\u2019s fusion direction, with concrete integration across multiple files and a clearer end-user path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not treat as duplicates: #44979 adds a standalone Module Fusion API, while #45363 implements KernelConfig-based n-to-1 fusion plumbing in different files. They share a theme but not the same underlying bug/change or mergeable code path." + } + ] + }, + "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": "5446a7a1cf6b603691c46b83a0ed0fd22f65269b74d9ca548aae14e7510fc417", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Mistral regex AttributeError in the same code path, with 45317 appearing to be the more complete follow-up that adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger representative: same fix as 45086 but with added test coverage and slightly broader discussion/history.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR candidate because it most fully captures the bug fix and validation in one place.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for the same tracked issue; the second PR is effectively the same change with added tests, 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": 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": "d9df755b7e0ef337e40f4d6309630c5e8f25173056727a39116a942a40bbc871", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap on NemotronH internals but are not the same change: #45115 is a targeted refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 is a broader model split that introduces NemotronHDense/NemotronHSparse, updates docs/auto-mappings, and adds tests. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader, more complete NemotronH architecture change and better represents the cluster than the narrower inheritance/mapping refactor in #45115.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR because it covers the larger end-state refactor (new dense/sparse model packages, docs, auto-mapping, and tests) rather than only a conversion/inheritance adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: they touch some of the same NemotronH files, but the concrete changes are different. #45115 focuses on GraniteMoeHybrid-compatible conversion/inheritance, whereas #45569 splits NemotronH into dense/sparse variants and updates docs and tests. They are related, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "87138c512bce25d3450ada5a052a7361c51dafb3e60e9e5e1053b68820de443b", + "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": "Two open PRs in the typing/type-checking area, but they address different levels of change: one is a broad mypy-style pass over many `src/transformers/*.py` files, while the other adds shared typing protocols/aliases and narrow follow-up fixes. Related, but not the same change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking adjustments across many core modules and the type-ignore policy that likely drives the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the most self-contained representative of the cluster\u2019s typing-infrastructure work, with focused helper types and targeted code-path updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad repo-wide type-checking sweep while 45425 adds specific typing protocols/aliases and a few targeted adaptations. They do not look like the same underlying bug or a single mergeable code 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": 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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "56b1e5761f70bfe2180e6a0b207704d34eff386ab16e4fbc68adc847f00685ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to expert-parallel loading, but they address different concrete bugs and backends: one is about EP + DeepSpeed ZeRO-3/accelerate launch, the other about EP + FSDP2 where experts can be overwritten by rank-0 broadcast. I would not cluster them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete and narrowly scoped fix for a specific loading corruption bug in the expert-parallel path; #45548 targets a different ZeRO-3/accelerate-launch issue and also includes serialization/property changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of this cluster because it has the clearest end-user failure mode and the most direct code-path fix in loading/distributed wrapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs and likely different merge candidates: #45548 focuses on EP + ZeRO-3 loading via accelerate launch, while #45662 fixes expert tensors being overwritten by rank-0 broadcast under FSDP2." + } + ] + }, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "df48794b881a19fbec4f8b5cb6dbe11374432884c788a462db4c7127a69a7c5f", + "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": "These two PRs are closely related and appear to address the same xdist captured_info collision problem. PR 45645 is the more complete version because it includes the same testing_utils fix plus CI workflow changes to preserve all captured_info artifacts.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the full fix set: xdist-safe artifact writing and the workflow update needed to collect multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative because it resolves the same underlying bug while also handling artifact retrieval/reporting, making it the more complete and mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same xdist captured_info collision issue and touch the same core implementation; 45645 is a superset with workflow support, so they are plausibly 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": 22, + "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": 23, + "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": "2f573db00db15f0713ec54347ee6678faeb34f4085b83261849f8dc000d4f67f", + "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": "The two PRs are related to distributed-model work, but they are not the same concrete change. #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch-base PR spanning many subsystems; the overlap in filenames is not enough to treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella PR and the better representative of the distributed-branch work, while #46126 is a narrower feature PR nested within that area.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the best single representative because it covers the broader distributed base changes and subsumes the shared files seen in the pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the titles and diffs indicate different scopes and likely different code-path changes; shared distributed files are not enough to merge them 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": 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-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": "4108720d47076afa46600542a75ba275799d5ef0f8c56505d32946053b7aade8", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The soft edges are mostly false positives: these PRs all touch CI/workflow YAML, but they address different workflows and different concrete behaviors. The pr-ci-security-gate changes are especially not duplicates of each other.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items split into several unrelated workflow maintenance changes rather than one shared fix.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative for deduping; the similarities are mostly superficial (workflow YAML edits), not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and fixes: self-comment CI stdin handling vs PR security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI, the other changes PR security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different file and purpose: self-comment CI scripting vs reusable PR security-gate notes/config." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different change scope: stdin handling in self-comment CI vs secrets handling for PR security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but the concrete code paths are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows with different goals: SSH runner hardening vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner workflow changes do not match reviewer assignment behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated CI workflows; one is SSH runner maintenance, the other benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems; SSH runner hardening is not the same as PR CI security gating." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared bug/change beyond workflow YAML edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes are unrelated to PR security-gate reusable workflow comments/config." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Separate workflows: anti-slop permissions vs benchmark trigger conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different CI workflows and unrelated behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop workflow update is not the same as build-ci-docker-images shell quoting fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout fix vs benchmark trigger update are distinct changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows; only superficial similarity as CI YAML edits." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared underlying bug or code path." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger change and build-image shell quoting fix are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image commit-message parsing is unrelated to PR security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "No common code path; one edits build-image logic, the other PR security-gate workflow config." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow behavior and different affected files." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different fixes: security checks vs permissions/approve gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different PR security-gate changes; one adds checks, the other documents reusable workflow usage." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes to the same workflow file, but not the same underlying fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, different behavior: permissions/approval flow vs workflow documentation/comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Secrets handling and approval gating are distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the reusable security-gate workflow, but one adds comments and the other changes secrets inheritance." + } + ] + }, + "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": "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": 26, + "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": "a2d29ba3b7eede5a49abf2df8430642f50c478c4994ed0984512080a82396f73", + "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": "Both PRs fix the same MoonshineStreaming off-by-one in `sliding_window_mask_function` right-window inclusion (`<` to `<=`). PR #47162 is the broader, more complete patch and includes the same MoonshineStreaming change plus tests and an additional Gemma4 fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47162 is the better canonical representative because it contains the same MoonshineStreaming fix as #46310, adds test coverage, and appears to be the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the best overall PR in the cluster because it addresses the target bug with the same code change and includes validation/tests, making it the strongest candidate for merge.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-window off-by-one in the mask function; the differing scope in #47162 does not change that the overlapping fix is the same concrete code-path 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": 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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "f5cb0e66304ea628d8058098436f57de2488ebcf34445889b03ca4fac71ea2f9", + "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": "These two pull requests are not duplicates: one fixes CodeLlama decode-time leading-space stripping, while the other fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class. They touch different code paths and should not be merged together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there are no issue artifacts here, and the PRs address different bugs.", + "canonical_pr_reason": "No canonical PR: the PRs target different model-loading/tokenization problems and are not mergeable into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best representative for the cluster because they solve unrelated, model-specific tokenizer bugs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs: 46574 changes CodeLlama decode behavior to preserve leading spaces, while 46580 changes AutoTokenizer checkpoint-class mapping for DeepSeek models." + } + ] + }, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "8f56909e32fcb66959bc3c50a8cd1eaee991714d105c21ae228c62f749358e48", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression around scalar/tensor handling in flash-attention utilities; #47215 is the broader, more complete fix and subsumes the narrower #46696 change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47215 is the better canonical PR: it addresses the same FA2 long-context perf regression with a broader, more complete fix, plus tests/benchmark coverage, rather than the narrower one-file correction in #46696.", + "best_issue_reason": null, + "best_pr_reason": "#47215 is the strongest representative of the cluster because it covers the underlying regression more comprehensively and is the more polished end-state change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Both PRs fix the same underlying FA2 long-context decode/perf regression in the flash-attention code path; #46696 is a narrower subset, while #47215 expands the same fix and could plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "177152956a5eb5c1a42be42768ffbe800862b0040657b03004c93c453c8949a6", + "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": "Both PRs touch padding-mask handling, but they fix different bugs in different code paths: one corrects batch-size-1 masking in linear-attention model forwards, the other fixes recurrent/cached forwards where continued 2D masks were being skipped. They are related thematically but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the more canonical change: it has a focused utility-level fix, an explicit issue target, and tests that directly exercise the continued-forward masking path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the best representative of the cluster because it addresses a concrete, well-scoped masking regression with clear tests and a single underlying code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Same broad masking theme, but different bugs and fix locations: 46773 fixes masking skipped for batch size 1 in linear-attention model code, while 47087 fixes recurrent-layer padding masks being skipped on continued forwards/cache continuation. 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": 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-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "1a4ebfe29c9169b3d18a5b086fc3beef32e93b05790fe901e1cc5a10e1c0ca54", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are heterogeneous open PRs across unrelated multimodal pipeline, model-processing, and generation code paths; none look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:47074 is the broadest multimodal pipeline fix in the set and the most plausible representative of the cluster, but it is still not a duplicate anchor for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different fixes: image-text-to-text stop_sequence handling vs Qwen Omni batched decoding postprocessing; separate code paths and bug types." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Key normalization in AnyToAnyPipeline is unrelated to Gemma4 audio placeholder validation; they touch different subsystems and failure modes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Shared test file aside, this is an AnyToAny input-key fix versus Qwen Omni postprocessing; not the same concrete bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "AnyToAny multimodal input normalization and prompt-lookup decoding length capping are different issues in different generation/pipeline layers." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Prompt lookup candidate length limiting is unrelated to batched text postprocessing in Qwen Omni processors." + } + ] + }, + "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-47122-9", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47266|pull_request:47282", + "pull_request:47280|pull_request:47281", + "pull_request:47281|pull_request:47282", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "d93c55293376b86182542ecc78170cdabdd158bf70c0f108d8a387cbf1342958", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25385, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 23, + "serialized_chars": 25385, + "estimated_input_tokens": 6347, + "estimated_eval_tokens": 12950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster of model-specific Serge integration-test PRs with a few likely same-fix overlaps. EdgeTam, Whisper, and MiniMax-M3-VL each have a focused PR that appears to be covered by a broader umbrella PR, but 47224 also includes unrelated edits, so treat it as a representative overlap rather than a clean full duplicate. The remaining PRs target different models and failure modes.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the broadest representative in the packet and contains the same EdgeTam and Whisper code-path fixes as smaller PRs, but it also bundles unrelated tokenizer changes, so it is best viewed as the closest umbrella member rather than a perfect subsumer.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the strongest single representative because it spans multiple same-code-path fixes in one place, but its extra unrelated edits make it more of an umbrella overlap than a pure duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs: EdgeTam kwarg cleanup vs GLM4V input_ids casting." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure types; no shared concrete bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and load-error workaround; not the same change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same EdgeTam fix in the same code path/files; 47224 bundles it with other changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "EdgeTam backbone kwarg handling vs Whisper generation length logic are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load/offload-folder fix in the same test file; 47280 looks like a fuller version." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both touch load failures, but for different models and different causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error workaround vs GLM4V dtype cast are unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba output mismatch vs Whisper generation fix are different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure causes; not duplicates." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and distinct bugs." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon-Mamba test expectation update vs DeepSeek-V3.2 load_error are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation max_length fix vs MiniMax-M3-VL load/offload setup are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; not the same fix." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation bug vs GLM4V input casting bug are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Whisper max_length adjustment in the same file/code path." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Both are load-error fixes, but for different models and different implementation details." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeek-V3.2 offload/setup workaround vs GLM4V dtype conversion are unrelated." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes; not duplicates." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix vs GLM4V dtype fix are unrelated." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM4V input casting fix and Mamba2 OOM/test tuning are different bugs." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and distinct failure causes; not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too definitive for the evidence in the packet. The packet supports partial overlap and soft similarity, but it does not firmly establish that the EdgeTam/Whisper/MiniMax PRs are the only true duplicates, nor that 47224 fully subsumes the smaller changes rather than just sharing code paths while also adding unrelated edits. A more conservative summary would describe these as likely cluster members/overlaps rather than definitive duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "d7b7ccb3437ced11bfa8c3306efaa7dd986af80b25ef60120b1b46a7693f9764", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5851, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5851, + "estimated_input_tokens": 1463, + "estimated_eval_tokens": 3182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are about different distributed-inference features: one adds FSDP plans for selected model classes, the other implements native pipeline parallel inference and test/marker plumbing. They are not duplicate changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must serve as the cluster anchor, #47289 is the better representative because it is the broader feature implementation for pipeline-parallel inference, with supporting runtime and test changes.", + "best_issue_reason": null, + "best_pr_reason": "#47289 is the best standalone representative of the cluster since it makes a concrete, end-to-end distributed inference change; #47165 is narrower and only adds FSDP plan entries for a set of models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Different underlying problems and code paths: #47165 only adds _fsdp_plan entries for model classes, while #47289 adds pipeline-parallel native inference infrastructure, markers, and tests. They could not plausibly be merged into 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": 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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "7f5893e76bdab3f0505abff8b284d710073c9412af533ca7c2a33b2597dfa05b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one fixes gradient inflation in training with label smoothing and gradient accumulation, the other adds/validates `min_tokens_to_keep` behavior for `TopHLogitsWarper` in generation.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better canonical PR because it has an explicit issue target and a focused fix for a concrete training-loss bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best representative of the cluster: it is a specific bug fix with a clear upstream issue link, whereas 47262 addresses a different generation feature/validation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different underlying changes: training loss scaling vs generation logits warping. They do not fix the same bug or change the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/manifest.json b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0dc86c786bb06d4b594d74de6db8cee9097a152a --- /dev/null +++ b/snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260713t120047z", + "artifacts": { + "hybrid": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-13T12:14:33Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260713T120047Z", + "variant": "hybrid" +} diff --git a/snapshots/20260713T120047Z/manifest.json b/snapshots/20260713T120047Z/manifest.json index 0a922490146970ebf8adc053398a54107187c6fb..27c46acbc20eb94cdf7c20b22988ffc133476275 100644 --- a/snapshots/20260713T120047Z/manifest.json +++ b/snapshots/20260713T120047Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 872 }, "extracted_at": "2026-07-13T12:00:47Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260713t120047z", + "runs": { + "hybrid-model-20260713t120047z": { + "analysis_id": "hybrid-model-20260713t120047z", + "artifacts": { + "hybrid": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260713T120047Z/analysis-runs/hybrid-model-20260713t120047z/manifest.json", + "model": null, + "published_at": "2026-07-13T12:14:33Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260713T120047Z", "watermark": {