diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 74e7fd0732101fc56955e399da96a22210c55f0c..52f33928ba3c3d9f22899efe482956e5738b9029 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260511T120023Z", - "generated_at": "2026-05-11T12:10:24Z", + "snapshot_id": "20260511T180035Z", + "generated_at": "2026-05-11T18:08:15Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,8 +1437,7 @@ 43842 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -1683,6 +1682,281 @@ ] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -1730,7 +2004,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." }, { "cluster_id": "cluster-43979-11", @@ -1749,6 +2023,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 331811966ca4443c0b6ab85aabacee0a44001d0a..a219695548da0ceb07178fb5a96227d96a17c5bb 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": "20260511T120023Z", - "generated_at": "2026-05-11T12:10:24Z", + "snapshot_id": "20260511T180035Z", + "generated_at": "2026-05-11T18:08:15Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -209,7 +209,7 @@ "issue:43541|issue:43828", "issue:36010|issue:39290" ], - "prepared_review_unit_hash": "78fbaba6baf415ac7a86665ff31acdbace7bfa3ee928980fd9f9aaca8fd423c9", + "prepared_review_unit_hash": "4ab8da4548c6136e03f3ed25fd5a0e0cd7e1c4e28c106da0be296d3549df85dc", "component_budget": { "node_count": 393, "item_count": 393, @@ -231,429 +231,405 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated issue families are mixed together by loose text similarity. The only clear near-duplicate I found is the ZeRO-3/Bert index-out-of-bounds pair; the rest are different bugs, docs cleanups, or model-specific failures.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/Bert size-0 index bug and is nearly identical to 43638.", + "summary": "Mostly heterogeneous cluster. The only clear duplicate pair is issue:43596 \u2194 issue:43638, both describing the same DeepSpeed ZeRO-3/BERT zero-size index-out-of-bounds failure. The other soft links are surface-similar but do not have enough evidence to merge as true duplicates, especially the mask-shape mismatch reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it states the narrow ZeRO-3/BERT index-out-of-bounds bug most clearly and matches issue:43638 on the same concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 has the cleanest, most specific reproduction for the only strong duplicate family in the cluster, so it is the best issue anchor.", + "best_issue_reason": "issue:43596 is the strongest representative of the cluster because it is the clearest anchor for the one confirmed duplicate pair and is more specific than the broader neighboring reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 problems: config attribute lookup vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend failures: AMD GPU loading vs MPS histogram not implemented." + "reason": "Different runtime paths and errors: AMD GPU failure vs MPS histogram kernel not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes: Mistral-3 dtype mismatch vs GPT-OSS-on-AMD." + "reason": "Different bug classes: image preprocessor/model dtype mismatch vs GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend issues: AMD GPU runtime vs GraniteMoEHybrid invalid method call." + "reason": "Different models and failures: GPU runtime error vs invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime errors; no concrete shared code-path." + "reason": "Different model families and symptoms; no shared code-path bug is evident." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are Deepspeed/model-loading issues, but one is collective mismatch and the other is ONNX export; not the same bug." + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export failure vs Qwen3Moe FP8 failure." + "reason": "ModernBERT export error and Qwen3MoE FP8 failure are different model-specific issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto device-map cuda assert are unrelated failures." + "reason": "ONNX export failure vs cudaErrorAssert during auto device mapping." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they point to different removed docs items and are not the same concrete change." + "reason": "Both are docs regressions, but they cover different removed v5 topics." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug is unrelated to GenerationMixin import relocation." + "reason": "Different failure modes: export issue vs GenerationMixin import error." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask-shape mismatch vs Gemma4 device mismatch; different symptoms and code paths." + "reason": "Mask-shape IndexError vs device-map mismatch; similar wording but different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index/mask style errors, but one is ZeRO-3/Bert init and the other is a generic mask-length mismatch." + "reason": "ZeRO-3/BERT zero-size index error and mask-shape mismatch are different failure signatures." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error class, but different concrete failure: Bert ZeRO-3 init vs token mask shape mismatch." + "reason": "ZeRO-3/BERT index-out-of-bounds and mask-shape mismatch are not the same bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS MoE TP-only failure." + "reason": "Mask-shape IndexError vs GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different tensor-shape failure vs Qwen3.5 embedding unpacking with TRL." + "reason": "Mask mismatch vs Qwen3.5/TRl embedding unpacking are different stack traces and triggers." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset issue and ModernBERT export error are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve Deepspeed, but collective mismatch and Bert zero-size index errors are different bugs." + "reason": "Both mention DeepSpeed, but collective mismatch and zero-size index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-identical ZeRO-3/Bert index-out-of-bounds reports with the same underlying init failure." + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; titles and error text align closely." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and GPT-OSS TP-only failure are different issues." + "reason": "Liger Kernel cross_entropy dispatch vs GPT-OSS tensor-parallel loading are different code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression is unrelated to LoRA merge/save/load output mismatch." + "reason": "Detokenization bug vs LoRA merge/save/reload inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + "reason": "Different model/runtime problems with no shared underlying bug shown." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape index error." + "reason": "FSDP activation-checkpointing issue vs mask-shape mismatch are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and collective mismatch are different failures." + "reason": "2-D weight error and collective mismatch are different DeepSpeed-related failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init failure is unrelated to GPT-OSS MoE tensor-parallel issues." + "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing shape mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Activation-checkpointing/FSDP bug vs custom trainer signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/backend areas: Bert ZeRO-3 init vs GPT-OSS MoE tensor parallel." + "reason": "BERT ZeRO-3 index error and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Dtype mismatch in preprocessing vs invalid method call on a different model." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3TextConfig sliding_window_pattern and Mistral tokenizer regex patch are different model/tokenizer bugs." + "reason": "Gemma3 vLLM sliding-window issue and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map mismatch during forward and expensive reverse embedding lookup are different code paths." + "reason": "Same model family, but device mismatch and reverse embedding lookup are different bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility is unrelated to Qwen-3-8B-NVFP4 runtime failure." + "reason": "Torch compatibility issue vs Qwen3 NVFP4 runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS MoE TP-only failure." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:44918", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL and GPT-OSS TP-only failure are different bugs." + "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Grouped_mm torch-dynamo tracing issue vs image-preprocessor dtype mismatch." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failures: Mistral-3 dtype mismatch vs MPS histogram not implemented." + "reason": "Mistral-3 dtype mismatch and MPS histogram kernel error are different bugs." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime error are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram limitation." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime error are different issues." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen-related failures with different triggers and code paths." + "reason": "Autocast dtype mismatch and Qwen3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross_entropy call path vs Qwen3.5/TRl embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure share a backend, but not the same concrete bug." + "reason": "Both are ZeRO-3 index errors, but on different models and loading paths." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs updates for v5 removals, but they cover different removed items and pages." + "reason": "Different docs cleanup topics and different removed v5 references." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl StopIteration." + "reason": "Dtype mismatch and video StopIteration are different model-specific failures." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast dtype mismatch is unrelated to the MPS histogram backend limitation." + "reason": "Autocast dtype mismatch vs MPS histogram kernel not implemented." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 embedding/TRL issue is unrelated to MPS Int histogram support." + "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Liger Kernel cross_entropy issue and autocast dtype mismatch are different bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and Trainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer-argument mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to GenerationMixin import error." + "reason": "FSDP activation-checkpointing issue vs GenerationMixin import breakage." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape index error are unrelated." + "reason": "Liger Kernel cross_entropy dispatch and mask-shape IndexError are different failures." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 loading issues, but Gemma3 and Bert fail differently." + "reason": "Both are ZeRO-3 index errors, but the model/context differs enough to keep them separate." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline return_all_scores docs and run-command docs are distinct documentation fixes." + "reason": "Different docs regressions: return_all_scores mention vs removed run command." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device map assert are different bugs." + "reason": "Gemma3 sliding-window/vLLM issue and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure is unrelated to Gemma4 device mismatch." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross_entropy call is unrelated to Qwen3-vl video StopIteration." + "reason": "Processor failures on different models with different symptoms." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading problems: corrupted Ovis2 checkpoint vs NemotronH checkpoint compatibility." + "reason": "Corrupted checkpoint vs checkpoint-loading implementation issue are not the same bug." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are unrelated." + "reason": "Unit-test load issue and corrupted checkpoint are different failure causes." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Qwen3-MoE sliding_window are different model config bugs." + "reason": "Related model names but different sliding-window bugs and error surfaces." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-index mismatch and Bert ZeRO-3 zero-size index error are different concrete failures." + "reason": "Mask-shape mismatch vs ZeRO-3/BERT zero-size index error are different problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Torch compatibility vs pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert init failure is unrelated to torch/transformers version incompatibility." + "reason": "ZeRO-3/BERT index error and torch/transformers compatibility issue are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic PretrainedConfig breakage are unrelated." + "reason": "Whisper runtime/load issue vs pydantic PretrainedConfig regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions failure are different bugs." + "reason": "Both are Qwen3.5 chat-related, but the concrete failures differ." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config and Gemma4 PLE device mismatch are different model issues." + "reason": "Gemma3 vLLM config issue and Gemma4 device-map mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure and MPS histogram backend limitation are unrelated." + "reason": "Qwen3.5 streaming API failure vs MPS histogram kernel error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to MPS Int histogram support." + "reason": "Mixtral grouped_mm tracing and MPS histogram kernel limitation are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern." + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern issue are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43596 and issue:43638, is well supported by their near-identical ZeRO-3/Bert index-out-of-bounds reports. The other soft-edge rejections are phrased cautiously and do not overclaim duplicate status. No PR-pair mergeability concerns apply here because this cluster contains issues, not pull requests." + "accept": false, + "feedback": "Reject: the summary overstates the evidence. The packet supports one clearly similar duplicate pair, issue:43596 \u2194 issue:43638, but it does not show a second true duplicate pair for the mask-shape mismatch issues. Several rejections are appropriately conservative, but the claim that \"only two pairs look like true duplicates\" is not grounded in the provided soft-pair data." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -666,8 +642,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -1009,8 +985,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -1439,7 +1415,7 @@ "issue:44560|issue:44918", "issue:43950|issue:45325" ], - "prepared_review_unit_hash": "48dbe281c8815820c0efc3885d2ccccb22d19f01ca4f7fa23c3599ebbd1a884d", + "prepared_review_unit_hash": "bd8b4a64c8d9c33d48f446448a2cc8ef9777966c29b00b71ee854c69b1a2ac3f", "component_budget": { "node_count": 393, "item_count": 393, @@ -1461,210 +1437,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers model-loading/training regressions. Clear duplicates exist for the `_is_hf_initialized` init-empty-weights bug, the mask-shape IndexError, the custom-model initialization regression, and likely a couple of Qwen ZeRO-3/video regressions.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: it is open, spans recent Transformers versions, and captures the recurring remote-code / model-loading regression theme better than the narrower model-specific reports.", + "summary": "Mostly unrelated bug reports across transformer subsystems, with only a few clear duplicate pairs: the `_is_hf_initialized` TypeError, the mask-shape IndexError, and the custom model initialization regression.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44291 is the most explicit root-cause report for the `_is_hf_initialized` failure, naming the exact TypeError and the `init_empty_weights`/transformers 5.x context that matches issue:43872.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative because it is the most general and still-open issue among many specific loading failures, so it can anchor follow-up duplicates and related reports.", + "best_issue_reason": "issue:44291 is well-scoped, clearly describes the underlying bug, and is the strongest representative issue among the clustered reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is a generic Whisper failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." + "reason": "Both are audio-related, but one is a Whisper loading/runtime failure and the other is a fbank feature-extraction problem; not the same bug." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Both mention model failures, but one is a Qwen3MoE FP8/config problem and the other is a broad remote_code regression; different code paths." + "reason": "One is a Qwen3MoE + FineGrainedFP8Config failure; the other is a broad remote_code regression across recent transformers versions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and failure modes: Qwen3 MoE weight conversion with Accelerate/DeepSpeed vs a corrupted Ovis2 checkpoint." + "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Both involve loading/training, but one is a ZeRO-3/BERT index error and the other is a Gemma4 device-mismatch forward bug." + "reason": "ZeRO-3 training on a non-pretrained Bert model is unrelated to a Gemma4 device-mapping/PLE forward mismatch." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` / `init_empty_weights` constructor regression; the second report is the concrete TypeError variant of the first." + "reason": "Same underlying TypeError around unexpected `_is_hf_initialized` during model loading; one report is just a more explicit formulation of the same bug." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both describe the same DeepSpeed ZeRO-3 weight-loading failure on Qwen3-family models, producing missing parameters during load." + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3 weight loading, but they target different Qwen variants and the reported missing-weights symptoms are not clearly the same code-path bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FP8/Qwen3MoE issues are unrelated to the bitsandbytes `_is_hf_initialized` constructor bug." + "reason": "Different incompatibilities: FineGrainedFP8Config/Qwen3MoE versus bitsandbytes `Int8Params` construction." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading complaints, but they concern different models and different problems (bad error message vs actual tokenizer load failure)." + "reason": "Both are tokenizer-loading issues, but for different models and different failure surfaces; not the same defect." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; no shared concrete bug is evident." + "reason": "Both are model-loading problems, but the titles point to different model families and likely different root causes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve training/loading with distributed setups, but one is weight conversion under DeepSpeed while the other is gradient averaging with GAS." + "reason": "Both mention Qwen and training/deepspeed, but one is missing weight conversion and the other is gradient averaging under GAS; distinct bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different regressions: a custom compute_loss signature change vs a tensor/mask length mismatch IndexError." + "reason": "CustomTrainer `compute_loss` signature mismatch is unrelated to a tensor mask shape mismatch." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 SDPA/position_id issues are unrelated to the flash_attention `s_aux=None` crash." + "reason": "Both touch attention/3D-position logic, but one is a NaN/SDPA fallback issue and the other is an AttributeError on `s_aux=None`; different bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "The bitsandbytes constructor regression is unrelated to CLIPTokenizer's `model_max_length` behavior." + "reason": "Unexpected `_is_hf_initialized` during loading is unrelated to CLIPTokenizer's `model_max_length` behavior." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask-shape IndexError; the later issue is the same failure class with a different reproduction." + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch; these are duplicate manifestations of the same IndexError." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they target different tokenizers/models and do not share a concrete code path." + "reason": "Different tokenizer/model loading failures for different checkpoints; no evidence of the same underlying bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache's `linear_attention` crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression in Transformers 5.3.0; the second is a specific Qwen3-VL manifestation." + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and report different failure mechanisms." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to image processor handling of void segmentation maps." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support and a Phi MoE autocast dtype mismatch are different problems." + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is a different forward-path bug than the device mismatch with `device_map='auto'`." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo token leakage between tracks and Whisper empty-transcription generation failure are different audio bugs." + "reason": "AudioFlamingo3 cross-track embedding leak is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are different issues." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Kosmos2.5 OCR index errors." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to Kosmos2.5 long OCR indexing." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different failure modes: SDPA torch.compile crash vs flash-attention illegal memory access from 3D position_ids." + "reason": "Different Qwen/Bamba attention failures: one is SDPA + torch.compile, the other is Qwen3.5 flash-attention position-id handling." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen video regression and an MPS histogram dtype limitation are unrelated." + "reason": "A video StopIteration regression is unrelated to an MPS histogram integer-type limitation." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device loading regressions are different issues." + "reason": "Missing Qwen2.5-VL import and `torch.device('meta')` loading breakage are separate model-loading issues." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom model initialization regression; the notebook reproduction is just a context detail." + "reason": "Both describe the same Transformers 5.0.0 regression breaking custom model initialization; the notebook mention is just a usage context." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support is unrelated to the Float8 storage lookup error." + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FP8/config failure and meta-device loading regression do not share the same bug." + "reason": "Qwen3MoE FP8 issues are unrelated to generic model loading with `torch.device('meta')`." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A 3d_parallel.py runtime failure and gpt-oss GGUF support are not the same issue." + "reason": "A 3d_parallel.py runtime problem is not the same as GGUF gpt-oss support." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen3-VL video StopIteration and TRL input-embedding unpacking are different code paths." + "reason": "Both involve Qwen3-VL/video, but one is a video input StopIteration regression and the other is an embedding-unpacking failure with trl SFT trainer." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Buffer corruption in from_pretrained is unrelated to the Qwen2.5-VL rope-index scaling bug." + "reason": "Buffer handling in `from_pretrained()` is unrelated to Qwen2.5-VL rope-index scaling for still images." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster is mostly heterogeneous, and the rejected pairs are appropriately cautious. The accepted edges are limited to closely matching failure classes and stay within the evidence in the packet." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by the issue titles and descriptions, and the rejected pairs are framed as likely distinct bugs without overstating certainty. No PR-mergeability concerns apply here because this packet contains issues only." }, "evaluator_used": true, "retried": false, @@ -1770,7 +1746,7 @@ "issue:36010|issue:39404", "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "00a67d79b91120d25edaad19053fd17c3fc2ee2061eca997f4b69171c5f4bf24", + "prepared_review_unit_hash": "4c8baf74733501f0bf2dcf2210c5b5191d701480ad23d9aa9258eb6701965c33", "component_budget": { "node_count": 393, "item_count": 393, @@ -1792,180 +1768,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous Transformers issue set with a few true duplicate pairs around the same regressions (non-persistent buffers junk, SigLIP2 bad outputs, and resize_token_embeddings propagation). Most other soft pairs are only thematically similar, not the same underlying bug.", - "confidence": 0.59, - "canonical_issue_reason": "Best duplicate anchor in the set: a concrete Transformers v5 regression with a clear symptom and a close near-duplicate (44534), making it the cleanest issue to represent a subcluster.", + "summary": "The cluster is mostly heterogeneous; only a few soft pairs look like true duplicates or the same regression. The clearest overlaps are SigLIP2 output regressions, the v5 non-persistent-buffer junk issue, two BERT model-load failures, and the resize_token_embeddings propagation bug in Gemma/T5Gemma.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans many unrelated regressions; if one anchor is needed, issue 42491 is the strongest candidate due to its detailed repro and broad hf4.x\u2192main compatibility context.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue to represent the cluster's broad regression theme: it is the most general, actionable Transformers v5 bug here and has stronger centrality than the model-specific reports.", + "best_issue_reason": "Issue 42491 is the best overall anchor: it is detailed, reproducible, and captures a concrete Transformers v5 compatibility break with a widely used Qwen3 MoE path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different failures: tokenizer-mapping logic vs Gemma4 PLE device mismatch." + "reason": "Different bugs: tokenizer-mapping failure vs Gemma4 PLE device-mismatch during forward." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3MoE FP8 loading." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model/output regression; both report nonsensical/zero results with AutoModel/pipeline." + "reason": "Both report SigLIP2 base/pipeline output corruption for the same model family and likely the same regression." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized/deepspeed-v5 issue is unrelated to Kosmos2.5 long-input index errors." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different code paths and symptoms: video StopIteration vs mask/tensor shape mismatch." + "reason": "Different failure modes: StopIteration in video embedding vs mask/tensor shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they are different model-specific loading failures." + "reason": "Both mention config validation, but they are different model/config failures without enough evidence of one concrete duplicate bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 Bert initialization error is unrelated to add-new-model-like tokenizer mapping failure." + "reason": "ZeRO-3 indexing failure is unrelated to TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Non-pretrained Bert Zero3 index error is a different bug from TOKENIZER_MAPPING_NAMES handling." + "reason": "BertModel ZeRO-3 empty-shard IndexError is not the same as the tokenizer-mapping new-model failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and mask-shape IndexError are not the same underlying problem." + "reason": "Tokenizer-mapping bug and tensor-mask shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized offload load failure is different from mmap-related OOM mitigation." + "reason": "Both involve memory/offload, but one is dequantized-model loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent buffer junk regression in Transformers v5, just reported with slightly different wording." + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but doc-example errors and runtime zero-probabilities are different bugs." + "reason": "Both touch SigLIP2, but one is bad inference output and the other is a docs example with multiple distinct failures." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention crashes are different model-specific issues." + "reason": "GLM5 issue and Qwen3.5 flash-attention generation issue are different models and symptoms." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override regression is unrelated to Granite token-id corruption." + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is a different bug from Granite token-id regression." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading and save_pretrained visual-key regression are distinct." + "reason": "ZeRO-3 language_model weight loading and save_pretrained visual-encoder keys are separate Qwen3.5 issues." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are BERT loading failures, but the models and failure details are too different to treat as one bug." + "accept": true, + "reason": "Both are model-load failures for specific BERT checkpoints on current Transformers and appear to be the same loading regression." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE hf4/hf5 compatibility is unrelated to BitNet packed-weight loading." + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different code paths." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device mapping CUDA assert and FineGrainedFP8Config failure are different issues." + "reason": "Auto device-mapping cudaErrorAssert is unrelated to FineGrainedFP8Config failure." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Checkpoint resume max_steps bug is unrelated to SGD args being ignored." + "reason": "Trainer resume max_steps math and SGD args not used are unrelated." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different problems." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE loading compatibility is unrelated to resize_token_embeddings propagation." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings propagation." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to mmap OOM on Strix Halo." + "reason": "FP8 loading failure is not the same as mmap-related OOM on Strix Halo." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash test loading." + "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash loading are different issues." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 doc-example issues are not the same as the zero/nonsensical output regression." + "reason": "Both involve SigLIP2, but 39692 is a documentation-example failure with extra quantization issues, not the same concrete bug as the output-regression report." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Qwen3-VL shape mismatch are unrelated." + "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency and quantization offload behavior are different problems." + "reason": "Training memory inefficiency and quantized offloading behavior are not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes." + "reason": "Different tokenizer-load regressions affecting different models." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer corruption and Jupyter custom-model initialization are separate regressions." + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate v5 regressions." }, { "left": "issue:45362", @@ -1973,35 +1949,41 @@ "accept": false, "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE memory usage and int4 CUDA reserved-memory OOM are different memory regressions." + }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention packed-sequence bug and s_aux=None AttributeError are different code paths." + "reason": "Flash-attention packed-sequence misinterpretation and s_aux=None AttributeError are different code-path failures." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE loading issue is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Qwen3 MoE loading regression is unrelated to resize_token_embeddings output_embeddings propagation." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Whisper return_language pipeline behavior." + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation bug affecting model-specific embedding/output modules." + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the model\u2019s output/input embedding layers in closely related Gemma/T5Gemma implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The three accepted soft pairs are plausible duplicate/subduplicate matches based on shared symptoms and model/feature context, and the rejected pairs do not overclaim sameness. The overall cluster description as heterogeneous with a few true duplicate regressions is well supported." + "feedback": "Overall grounded and conservative. The only minor wording issue is to avoid unsupported phrasing like \"widely used\" or \"detailed, reproducible\" unless you can point to the issue body; otherwise the soft-pair verdicts and cluster summary look appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -2017,8 +1999,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -2367,8 +2349,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -2700,8 +2682,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -3046,8 +3028,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -3461,7 +3443,7 @@ "issue:39692|issue:40444", "issue:43572|issue:45759" ], - "prepared_review_unit_hash": "c67d1b240a71fbc1ae5845d05ae4eac54d8e0028d6cd1bb3982d85e41344111f", + "prepared_review_unit_hash": "c481fa17b918d210e1a269406a3fe363b4d506586cb9a25b43bde2e3f48b3d11", "component_budget": { "node_count": 393, "item_count": 393, @@ -3483,220 +3465,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports across models and framework regressions; I only found one likely duplicate pair in the Qwen2.5-VL position-id/rope-index area.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45325 is the clearest root report for the Qwen2.5-VL position-id/rope-index regression; issue:45381 looks like the same underlying bug surfaced through video input.", + "summary": "The cluster is a grab-bag of unrelated issues; the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best anchor in this set because it names the concrete function/regression most directly and matches the accepted duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a finetuning/IterableDataset multi-image failure and the other is a video position-id bug; different concrete problems." + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is about multiple images in finetuning while the other is about video vision_position_ids; different failures and code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/torch_compilable_check export failure is unrelated to bf16 dtype mismatch in inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized init behavior is a different regression from dtype mismatches during inference." + "reason": "_is_hf_initialized flag breakage is a model-loading/init issue, not the same as the bfloat16 dtype mismatch." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Missing TensorFlow in the torch extra and PaddleOCR-VL loading are unrelated install/load issues." + "reason": "Packaging/backend inclusion for pip install is unrelated to a PaddleOCR-VL load failure in vLLM." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers v5 model loading/init breakage, but they describe different failures and code paths." + "reason": "Both are Transformers 5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen2.5-VL position-id/rope-index bug, one via still-image temporal ids and the other via video vision_position_ids." + "accept": false, + "reason": "Both involve Qwen2.5-VL positional IDs, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as duplicates." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolate_pos_encoding behavior." + "reason": "Different models and different symptoms; one is SigLIP2 AutoModel/pipeline output quality, the other is Perceiver non-default resolution handling." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is missing/tied lm_head weights in AyaVision; the other is inconsistent serialization of lm_head.weight by device." + "reason": "Both mention lm_head tying, but one is a missing weight-tying bug causing bad generation and the other is inconsistent serialization behavior depending on device." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id handling and Kosmos2.5 long-OCR index errors are different model-specific bugs." + "reason": "Qwen2.5-VL positional-ID regression is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure is not the same as meta-device loading regressions in other models." + "reason": "Whisper runtime failure is not the same concrete issue as meta-device loading breakage." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and GGUF loading failure in Qwen2.5 are different issues." + "reason": "Different model families and different loading/quantization paths; no shared concrete bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Generic OOM under int4 quantization is not the same as SAM3Video running out of memory." + "reason": "Generic CUDA OOM on a video model is not the same as the int4 quantization reserved-memory regression." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading and torch/Transformers version incompatibility are unrelated." + "reason": "A specific PaddleOCR-VL/vLLM load failure is unrelated to a torch/Transformers version incompatibility." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures with no shared concrete bug." + "reason": "Both are model-loading complaints, but they concern different models and no shared failure mode is evident." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index calculation." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/index position-ID handling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video regression in Qwen models and Gemma4 PLE device mismatch are different code-path problems." + "reason": "Video-input regression in Qwen VL models is not the same as Gemma4 PLE device-mismatch during forward." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init and strict config rejection are separate regressions." + "reason": "Both are v5 config/init-related, but the unexpected _is_hf_initialized argument issue is distinct from strict granite_speech config loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." + "reason": "Extremely high perplexity on one language model is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark and torch.export failures are unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures from torch_compilable_check." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization problems and tokenization changes are too broad to be the same concrete bug." + "reason": "Offloading/quantization behavior is unrelated to tokenization changes across versions." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are entirely different bugs." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export/torch_compilable_check failures." + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is dequantized model loading with device_map=auto and the other is a broad quantization/offloading complaint." + "reason": "Both mention offloading with quantization, but one is a specific device_map loading failure and the other is a broad offloading regression; not enough to prove the same bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation cache handling and Qwen3 auto device-map CUDA asserts are different failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC.from_latents STE mismatch do not share the same code-path problem." + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different model-path bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA issues are unrelated." + "reason": "Weight-tying/serialization bugs are unrelated to torch.compile SDPA failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the model families and failure modes are different." + "reason": "Both are device-map/forward failures, but they affect different models and likely different code paths." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask divergence and OmDet-Turbo processor/model image-size mismatch are unrelated." + "reason": "Padding-mask batch inconsistency in MIMI is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying/serialization and bf16 dtype mismatches are different issues." + "reason": "lm_head weight tying is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and problems: padding-mask behavior vs Perceiver resolution handling." + "reason": "Different models and different shape-handling issues; no shared concrete defect." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image finetuning failures are not the same bug." + "reason": "Documentation/example problems and quantization failure for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image prompts." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for composite Qwen configs are different regression classes." + "reason": "Missing pad_token_idx in StableLmConfig is a distinct config regression from Qwen composite-config text_config unwrapping." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most pair rejections are conservative and the only accepted edge, issue:45325 \u2194 issue:45381, is plausibly the same Qwen2.5-VL positional-index regression by title and scope. I don't see an overstatement that would justify rejecting this review." - }, - "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 }, @@ -3708,8 +3687,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -4034,8 +4013,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -4335,8 +4314,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -4723,7 +4702,7 @@ "issue:44561|issue:45020", "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "88def731470adc5aff4713ca9bd0170e64b8d24b6f48bd0cb74ec0b8505e4673", + "prepared_review_unit_hash": "fd31fefb586d588e9293d1d7b47502d953990eec0cb8d2ed9ef107bd3c933b8b", "component_budget": { "node_count": 393, "item_count": 393, @@ -4745,186 +4724,189 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and noisy: most items are distinct Transformers regressions across unrelated models, tokenizers, multimodal loaders, and docs. I do not see strong duplicate evidence for most soft edges; the closest ones share a subsystem name or helper function, not the same concrete bug.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest umbrella here and best matches the recurring theme of recent-version regressions breaking model loading/usage, especially around remote-code paths.", + "summary": "The cluster is mostly a grab bag of unrelated issues across different models and subsystems. The Mistral pair is the only close match, but the packet only supports it as possibly related, not a confirmed duplicate, so it should not be accepted as the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45081 is the most concrete Mistral tokenizer crash report, with the exact `fix_mistral_regex=True` failure path, so it is the best representative of the small Mistral subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative issue for the cluster\u2019s general regression theme; it is broader and more central than the highly specific model- or tokenizer-only reports.", + "best_issue_reason": "issue:45081 is the clearest issue to anchor on because it names the precise crash site and triggering flag, making it more specific than the broader offline-mode report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failures: packed-weight loading vs DAC latent reconstruction/STE mismatch." + "reason": "Different models and different failures: BitNet accelerate loading vs DAC latent/STE mismatch." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 behavior regressions, but they affect different models and code paths." + "reason": "Both are v5 regressions, but they affect different model families and distinct code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Unrelated architecture bugs: sparse-layer config creation vs RoPE layer dropping." + "reason": "Unrelated bugs: sparse-layer config creation vs RoPE layer count in Smollm3." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Different validation/loss bugs in separate code paths; not the same underlying issue." + "reason": "Validation error messaging for input exclusivity is unrelated to the zero-loss classification bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs packed-weight loading bug; unrelated." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal model failures with different root causes." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n attribute name collision." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal input issues, but one is processor/tokenizer regression and the other is OCR index handling." + "reason": "Both involve processor/input handling, but the models and root causes differ." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer problems: AddedToken construction vs loading a specific model/tokenizer." + "reason": "AddedToken keyword collision is not the same as failing to load a specific tokenizer model." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different bugs in different models: torch.compile/SDPA vs dtype mismatch under bfloat16." + "reason": "Different model/code-path regressions: torch.compile+SDPA vs dtype mismatch during inference." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "No shared underlying code path; compile/SDPA failure is unrelated to DAC latents." + "reason": "No shared underlying bug; compile/SDPA failure is unrelated to DAC latent conversion." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Both are runtime errors, but in unrelated models and hardware backends." + "reason": "Llava Next segfault and MPS histogram-on-Int error are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer/padding crash vs image classification resolution/interpolation failure; unrelated." + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification resolution handling." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but different failures: offline hub call vs missing backend_tokenizer attribute." + "reason": "Same Mistral patch area, but the packet shows different failure modes (`model_info()`/HF_HUB_OFFLINE vs `backend_tokenizer` AttributeError); possibly related, not a confirmed duplicate." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window MoE bug is unrelated to remote-code config field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing config fields with `trust_remote_code`." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Video-LLaVA weight/temporal-attention issue." + "reason": "BLIP2 dtype loading issue is unrelated to Video-LLaVA temporal-attention/weight-sharing problems." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve loading configs/models, but the concrete failures differ." + "reason": "Missing fields in returned config and strict granite_speech config rejection are different bugs." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; not the same issue." + "reason": "Runtime special-token post-processor updates and Whisper `batch_decode` skip-special-tokens behavior are distinct code paths." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated." + "reason": "Tokenizer special-token registration is unrelated to DAC latent conversion mismatch." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but on different model families and causes." + "reason": "Both are output changes in v5, but they are different models with different failure modes." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video/Qwen, but they target different model variants and different input bugs." + "reason": "Both involve Qwen video inputs, but the reported bugs are different models and different symptoms." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen issues: from_pretrained weight-only loading vs flash-attention generation behavior." + "reason": "From-pretrained weight loading failure is unrelated to flash-attention generation behavior." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM-efficient loading regression." + "reason": "Non-persistent buffer initialization bug is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion vs outdated docs; no shared bug." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "ImageProcessor URL loading and template-node compilation are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation error are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Error-message/docs issue vs SigLIP2 wrong results from AutoModel/pipeline mismatch; not the same bug." + "reason": "A misleading pipeline error message is not the same as SigLIP2 producing bad outputs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related broad area (remote-code regressions), but these are distinct breakages with different triggers." + "reason": "Broad remote_code breakages are not the same as the specific `is_torch_fx_available` removal regression." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different model-specific multimodal/documentation problems with no shared failure mode." + "reason": "SigLIP2 doc/example problems and Kosmos2.5 OCR index errors are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly conservative on the negative pairs, but it overstates the single accepted pair. In the packet, issue:44843 is about `_patch_mistral_regex` unconditionally calling `model_info()` and breaking `HF_HUB_OFFLINE`, while issue:45081 is about an `AttributeError` on `backend_tokenizer` when `fix_mistral_regex=True`. They share the same Mistral patch area, but the packet does not establish that they are the same underlying bug or a clear duplicate. Please downgrade that to a cautious \u2018possibly related\u2019 unless you have stronger evidence. The summary\u2019s claim of a \u2018clear duplicate pair\u2019 is therefore too strong." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5019,7 +5001,7 @@ "issue:43329|issue:45600", "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "12bef7c90d365f5e98ee5cfd51b697f82a88dbe9d609ba49bdbcb2a5137aa5c5", + "prepared_review_unit_hash": "75175f284aed2391951696fe9ad453d5e2530edc5837b755f1d75d0faa7ec8de", "component_budget": { "node_count": 393, "item_count": 393, @@ -5041,174 +5023,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like model loading, tokenizers, or v5 regressions, but not the same concrete bug or change. I would not merge any of the listed soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue is a true canonical duplicate target for this mixed set; if one must be chosen, issue 45020 is the broadest umbrella regression report, but it is not actually the same bug as most others.", + "summary": "These items do not form a coherent duplicate cluster: they cover many unrelated issues across tokenizers, processors, loading, training, and model-specific regressions. No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated and do not share one concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most general, user-facing open regression and the closest thing to an umbrella report in this set, but it should still not absorb the unrelated issues as duplicates.", + "best_issue_reason": "No global best issue candidate is suitable; none is representative of a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failures: image segmentation processing vs trainer compute_loss signature mismatch." + "reason": "Image segmentation-map processing bug vs. custom trainer loss signature mismatch; different code paths and symptoms." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated problems: CUDA assert during device mapping vs tokenizer load failure for a specific model." + "reason": "Qwen3 auto device-mapping CUDA assert vs. tokenizer loading failure for a different model; not the same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both concern v5 pipeline removal, but one is an error message bug and the other is stale docs; not the same underlying defect." + "reason": "Both mention v5 pipeline removals, but one is a runtime error message and the other is stale docs; different artifacts and fixes." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and code paths: Qwen video regression vs Kosmos2.5 OCR long-input index error." + "reason": "Different model-specific multimodal regressions: video input handling vs. long OCR input indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer bugs affecting different models and inputs." + "reason": "Tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a specific tokenizer class; unrelated failures." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Model dtype loading bug vs Apple Silicon allocator TypeError; unrelated." + "reason": "BLIP2 dtype propagation bug vs. Apple Silicon allocator warmup TypeError; different subsystems." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError in one workflow vs evaluate-after-train failure; not the same bug." + "reason": "Mask/index shape mismatch during tensor indexing vs. trainer evaluate-after-train issue; not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT prediction regression is not the same as a broad tokenization-change report." + "reason": "CamemBERT prediction regression vs. broad tokenization changes across versions; too general and not a shared concrete defect." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different inference issues: CPU offload device mismatch vs bf16 dtype mismatch." + "reason": "CPU offload device mismatch for Bark vs. bfloat16 dtype mismatches in other models; different execution paths." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice preset behavior and GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice preset behavior vs. GenerationMixin import error; completely different problems." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch; different code paths." + "reason": "OmDet processor image-size mismatch vs. dtype mismatch in inference; unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are VL-related, but one is weight_only loading and the other is rope/position-id scaling; distinct bugs." + "reason": "Weight-only loading error for Qwen3VL vs. rope-index temporal scaling bug in Qwen2.5-VL; different underlying defects." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex patch crash; unrelated." + "reason": "Missing TensorFlow backend in pip extras vs. tokenizer regex patch crash; unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is a different issue from generic dtype mismatches." + "reason": "BitNet packed-weight unpacking during accelerate loading vs. dtype mismatch during inference; distinct issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Similar symptom class (missing attribute), but different processors and different failure sites." + "reason": "Mistral regex patch expecting backend_tokenizer vs. Gemma4Processor missing _tokenizer in serve; different objects and failure modes." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights arg compatibility." + "reason": "FSDP CPU RAM efficient loading regression vs. init_empty_weights unexpected argument error; separate loading bugs." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Different warnings and model families; not the same tied-weights problem." + "reason": "Both are tied-weights warnings in Qwen-family models, but they describe different models and warning behavior; not the same concrete bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError vs CUDA AMP loss crash; unrelated." + "reason": "AppleSilicon warmup TypeError vs. float16 AMP crash in LwDetrImageLoss; different components." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a meaningless report and the other is a reproduction of a specific upstream issue; no duplicate relation." + "reason": "Irrelevant low-signal issue vs. reproduction of an external issue; no shared bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate default bug and DAC latent consistency bug are unrelated." + "reason": "Audio chat-template sampling-rate default bug vs. DAC latent/forward mismatch; unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit reduce_labels bug and RTDetrV2 output regression are different model-specific defects." + "reason": "BeitImageProcessorFast reduce_labels bug vs. RTDetrV2 output differences in v5; not the same code path." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Completely different topics: label reduction vs MPS attention correctness." + "reason": "Image processor label reduction bug vs. MPS attention correctness issue; unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs tokenizer max_length bug; unrelated." + "reason": "Template compilation TypeError vs. CLIPTokenizer max_length constant bug; different areas." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different components and different swallowed-error paths." + "reason": "Exception handling around protobuf decode errors vs. bare except in tensor conversion; both are error-handling issues but not the same bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor preset issue and trainer compute_loss signature issue are unrelated." + "reason": "BarkProcessor preset issue vs. trainer compute_loss signature mismatch; no meaningful overlap." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings references; different files and problems." + "reason": "Undefined video-token helper variables vs. stale auto-mapping config references; unrelated maintenance bugs." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error for one model is not the same concrete bug as a broad remote_code compatibility regression." + "reason": "KeyError loading one model vs. broad remote_code breakage across recent versions; not the same specific failure." } ] }, @@ -5227,8 +5209,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -5541,8 +5523,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -5877,8 +5859,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -6171,8 +6153,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -6517,8 +6499,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -6857,8 +6839,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -7140,8 +7122,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -7455,8 +7437,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -7785,8 +7767,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -8190,7 +8172,7 @@ "issue:29127|issue:33357", "issue:43526|issue:44186" ], - "prepared_review_unit_hash": "e5d6edfd8bf45ca3a88fd2fb92b8d4db3d53bd5d4a7a8367ab6d1068470fb84e", + "prepared_review_unit_hash": "ee175960685467a4616565da26747941bb28b79e750b683bb9662a65fbde16e0", "component_budget": { "node_count": 393, "item_count": 393, @@ -8212,192 +8194,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not appear to form a real duplicate cluster; they span many unrelated bugs, regressions, and feature requests. I would reject all soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45588 is the most concrete, localized bug report in the set (`integrations/flash_attention.py` crash on `s_aux=None`), but even so this is not a true duplicate cluster.", + "summary": "These are mostly false-positive similarity matches across unrelated bugs and features; no soft pair looks like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the candidate pairs span different models, components, and failure modes rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the strongest standalone triage target because it has a specific code path, clear failure mode, and a plausible one-PR fix.", + "best_issue_reason": "issue:45412 is the strongest standalone bug report in the set, with a clear symptom and active discussion, but it is not a representative duplicate target for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline `top_k` nesting bug and trainer `_gpu_broadcast_one` NoneType error are unrelated code paths." + "reason": "Pipeline top_k nesting behavior and a trainer broadcast NoneType error are unrelated failure modes." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy `Conv2d` in Sam3PixelDecoder is unrelated to RT-DETR memory being retained after deletion." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are different bugs in different code paths." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 device-map mismatch are different failures." + "reason": "Flash-attention s_aux=None crash and Gemma4 device-map mismatch are distinct runtime issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird mask-token registration/empty decode is unrelated to Qwen3.5 recurrent-state reset behavior." + "reason": "Tokenizer special-token registration/decoding and Qwen recurrent-state reset are unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure for ScandiBERT and Python 3.13 `flash_attn` import-key handling are different issues." + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are not the same defect." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure do not share the same bug." + "reason": "LayoutLMv2 NER padding/truncation crashes and Wav2Vec2 save/tokenization failures affect different subsystems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported `center` arg in `LasrFeatureExtractor` is unrelated to the Qwen video-input regression." + "reason": "Unsupported center argument in a feature extractor is unrelated to the Qwen video-input regression." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and RT-DETR memory leak are unrelated." + "reason": "SigLIP2 nonsensical outputs and RT-DETR garbage-collection memory release are separate problems." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer task AttributeError is not the same as Wav2Vec2 save_pretrained/tokenization failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos token config mismatch and Qwen3.5 flash-attention generation issue are different underlying bugs." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure do not share a concrete code path." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized-model saving failure are separate quantization problems." + "reason": "Qwen3 MoE fp8 config failure and quantized model saving failure are both quantization-related but not the same bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to Wav2Vec2 save/tokenization behavior." + "reason": "torch.export failures from torch_compilable_check and Wav2Vec2 save/tokenization bugs are different issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and failures." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to embedding dtype changing at eval time." + "reason": "Accelerate+DeepSpeed MoE weight conversion and BF16-to-FP32 dtype drift are separate training behaviors." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer omission and DeepSeekV3MoE implementation divergence are not the same bug." + "reason": "Smollm3 RoPE layer dropping and DeepSeekV3MoE divergence from remote implementation are different model-specific mismatches." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different issues despite both involving vision models." + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same defect." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "`_gpu_broadcast_one` NoneType crash and DeepSpeed Adafactor OOM are distinct failure modes." + "reason": "NoneType broadcast failure in Trainer and DeepSpeed Adafactor OOM are different runtime problems." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and RT-DETR memory leak are unrelated." + "reason": "Processor/model image-size mismatch and a model memory leak are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation crash and mistral_common `ReasoningEffort` import error do not share a code path." + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are different code paths." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and a generic dependency issue are not the same problem." + "reason": "Qwen2.5-VL import error and a vague dependency issue are not the same concrete bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model changes." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different checkpointing problems." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct checkpointing issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden-state regression and Qwen3_5Moe CPU-offload incompatibility are separate issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast `reduce_labels` bug is unrelated to Kosmos2.5 OCR index error." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing problems." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and `GenerationMixin` import error are unrelated." + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP MacOS bus error are not the same failure." + "reason": "LayoutLMv3 clearer error messaging and CLIP MacOS bus errors do not describe the same bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label handling and LayoutLMv2 tokenizer crashes are different components and bugs." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer padding/truncation crashes are different components and failures." } ] }, @@ -8416,8 +8398,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -8713,8 +8695,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -9003,8 +8985,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -9322,8 +9304,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -9648,8 +9630,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -10052,7 +10034,7 @@ "issue:44671|issue:44779", "issue:43723|issue:44162" ], - "prepared_review_unit_hash": "20967b1afdafc5984258ae8d4f7afb7a1e33cef20ea51d74bfa2c12f9a66cc3a", + "prepared_review_unit_hash": "3a555b362f27c7206f293fcccf468ee5b86469bf2dd471bf2f46c7e2d134512c", "component_budget": { "node_count": 393, "item_count": 393, @@ -10074,186 +10056,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated model-specific bugs, regressions, and docs/config problems. None of the soft pairs look like true duplicates, so I would reject all soft edges.", - "confidence": 0.83, - "canonical_issue_reason": "If forced to pick one representative issue, 44261 is the strongest standalone report: it is open, detailed, and describes a concrete regression around a missing config value rather than a vague symptom.", + "summary": "These issues are broadly heterogeneous, and none of the soft pairs look like true duplicates of the same underlying bug or change. Most share only a subsystem label (tokenizers, vision, save/load, quantization, deepspeed, v5 regressions) but differ in failure mode and code path.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44261 is the best anchor for the set because it is active, well-scoped, and technically actionable; however, the cluster overall does not appear to be a duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different bugs: multimodal config defaults vs a missing pad_token_id attribute on a different config class." + "reason": "Different config bugs: Phi4Multimodal default sub-config init vs Llama4 missing pad_token_id." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different code paths: video pipeline processor lookup vs Gemma4 forward device placement mismatch." + "reason": "Unrelated failures: video pipeline processor lookup vs Gemma4 device mismatch in forward." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unrelated symptoms: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + "reason": "Different problems in different models: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Different subsystems: torch flex_attention compilation vs TensorFlow backend installation detection." + "reason": "No shared code path: torch flex_attention compatibility vs tensorboard/TensorFlow backend install issue." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A vague dependency issue is not the same as a specific PEFT minimum-version bump." + "reason": "Generic dependency complaint vs PEFT version bump; not the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different regressions: dtype propagation for BLIP2 vs incorrect checkpoint saving for Qwen3.5." + "reason": "Different serialization/load issues: BLIP2 dtype propagation vs Qwen3.5 save_pretrained correctness." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but they are different documentation problems for different pipelines and behaviors." + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is a TextClassificationPipeline docs mismatch." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and failures: Qwen3VL MoE loading vs GLM-4.7-Flash test loading." + "reason": "Different model-loading regressions affecting different models and likely different code paths." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: processor.tokenizer/image handling vs Deepseek tokenization output correctness." + "reason": "Processor/tokenizer API regression vs Deepseek tokenizer output change; not the same underlying defect." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Loading tokenizer.json from repo is unrelated to the Mistral regex patch AttributeError." + "reason": "Tokenizer loading issues, but one ignores repo tokenizer.json while the other crashes in a Mistral regex patch." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "A video-classification pipeline bug is unrelated to the placeholder 'ADD THE DATA' issue." + "reason": "No relation: video-classification pipeline bug vs a placeholder 'ADD THE DATA' issue." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both touch tokenizer serialization/loading, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "Serialization mismatch in tokenizer_config.json vs AutoTokenizer preferring the wrong source file." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Different deepspeed optimizer problems: OOM with Adafactor vs optimizer.step being called twice." + "reason": "Both involve deepspeed/optimizer behavior, but one is Adafactor OOM and the other is double optimizer stepping." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Different regressions in different components: repository tokenizer loading vs Deepseek tokenizer output changes." + "reason": "Both are tokenizer-related, but one is repo file precedence and the other is incorrect Deepseek tokenization results." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError regression." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading failure." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI hygiene issues, but they target different files and failures: stale mappings vs leftover dummy classes." + "reason": "Different CI cleanup problems: stale auto_mappings entries vs leftover dummy classes in dummy_pt_objects." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Incorrect batched video processor shapes are unrelated to a generic dependency issue." + "reason": "Video processor batch-shape bug is unrelated to a generic dependency issue." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific bugs." + "reason": "Different model-specific bugs: FlashAttention failure in Ministral-3 vs long-ocr index error in Kosmos2.5." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different serialization and resizing bugs affecting different models and code paths." + "reason": "Both touch embeddings/weights, but one is inconsistent save serialization and the other is resize_token_embeddings not updating Gemma4 internals." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure is not the same as dequantized model loading with gpu/cpu offload." + "reason": "Quantized save failure vs dequantized model load/offload failure are separate lifecycle stages." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Completely different bugs: MLA layernorm epsilon precision issue vs torch.split return values in a MoE indexer." + "reason": "Completely different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different model component." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution image classification failure." + "reason": "Different vision/model paths: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-resolution failure." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different attention-stack bugs: FlashAttention failure in a model vs compiled flex_attention failure on newer torch." + "reason": "Both mention attention, but one is model-specific FlashAttention support and the other is torch version compatibility for compiled flex_attention." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "The placeholder issue has no concrete overlap with chat template crashes on tool-call assistant messages." + "reason": "No overlap: placeholder issue vs chat template crash on tool-call assistant messages." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary loss handling." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor.save_pretrained files and gemma-4 zero3 loading are different bugs." + "reason": "Different save/load regressions: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing save_pretrained files and a performance slowdown after upgrading are not the same underlying issue." + "reason": "Saving processor files and slow filtering after upgrade are not the same bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model regressions: CamemBERT masked LM predictions vs Deepseek tokenizer output correctness." + "reason": "Both are v5 correctness regressions, but one affects CamemBERT MLM outputs and the other Deepseek tokenization." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic tokenizer loading regression is not the same as the broader ESM2 breakage report." + "reason": "AutoTokenizer loading regression vs ESM2 broken workflow report; different scope and symptom." } ] }, @@ -10272,8 +10254,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -10576,8 +10558,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -10977,7 +10959,7 @@ "issue:42831|issue:44222", "issue:44945|issue:45753" ], - "prepared_review_unit_hash": "c8c7d5772c351d22eb551242e8f4f0efdd78bc4932154692a6b179267afcd3fa", + "prepared_review_unit_hash": "f339c67d6560836bb1afe9066b3b4f2bbf63b88614f13c92738fd1a6332d0c4c", "component_budget": { "node_count": 393, "item_count": 393, @@ -10999,210 +10981,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous, but there are two clear duplicate-style pockets: the repeated Qwen3ForCausalLM VRAM leak reports, and the repeated Qwen3.5 MoE from_pretrained error reports. The rest span unrelated import, generation, tokenizer, save/load, and model-specific regressions.", + "summary": "This cluster is still mostly heterogeneous, but it is not accurate to describe 42673/43704 as the only duplicate-like pair: the packet also contains a near-identical Qwen3.5 Moe pair (45310/45478) with the same title. 42673 remains a good anchor for the Qwen3ForCausalLM VRAM-leak subgroup, not for the whole cluster.", "confidence": 0.88, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella item: it captures the general Transformers v5 import-regression theme better than the more model-specific bugs.", + "canonical_issue_reason": "issue:42673 is the best anchor for the Qwen3ForCausalLM VRAM-leak subgroup because issue:43704 repeats the same symptom/title; however, the cluster also contains a separate Qwen3.5 Moe duplicate-like pair (45310/45478), so 42673 should not be treated as the sole canonical for the entire cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most reusable representative for this cluster because it reflects the broad upgrade/import breakage pattern rather than a narrow model-specific failure.", + "best_issue_reason": "issue:42673 is the strongest representative issue for the largest clearly duplicated subgroup in this packet (the Qwen3ForCausalLM VRAM leak thread), with fuller discussion/context than 43704. It is a subgroup anchor rather than a cluster-wide canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different bugs: Zero3 from_pretrained failure vs deepspeed optimizer-step-count issue." + "reason": "Different bugs: Gemma-4 Zero3 from_pretrained failure vs DeepSpeed optimizer being called twice." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and auto_mappings CI breakage are unrelated failure modes." + "reason": "Unrelated failures: ZeRO3 deque underflow vs auto_mappings CI breakage from removed Sam3LiteText configs." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation internals, but the code paths differ: chunked_prefill cache handling vs /v1/responses tensor indexing." + "reason": "Both touch generation internals, but one is missing cache state in chunked prefill and the other is a KV-cache continuation tensor-indexing crash in serve." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as a Qwen3.5 LoRA warning about tie_word_embeddings." + "reason": "Different problems: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import and tokenizer error masking without protobuf are separate problems." + "reason": "Import error in image_utils vs tokenizer error handling that hides protobuf-related decode errors; not the same bug." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different model/tokenizer bugs." + "reason": "Different tokenizer regressions with different triggers: Whisper timestamp decoding crash vs Kimi-K2.5 codec handling." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation state, but one is sync_gpus kwargs update and the other is chunked_prefill cache missing." + "reason": "Both are generation-related, but the code paths differ: sync_gpus/update_model_kwargs ordering vs missing cache state during chunked_prefill." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor.save_pretrained missing files are distinct serialization bugs." + "reason": "Different save_pretrained failures: tokenizer_config class mismatch vs processor missing files." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Generation cache handling is unrelated to the broad import-error regression report." + "reason": "Generation cache bug vs broad upgrade-time import errors; not the same code path." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is not the same as the ESM2 workflow regression." + "reason": "Unrelated issues: missing fields from trust_remote_code AutoConfig vs ESM2 broken workflows." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and performance slowdown after upgrade are different issues." + "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrading Transformers; distinct symptoms and causes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omission does not match a deepspeed double-step optimizer bug." + "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer being called twice." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading failure are opposite directions and different bugs." + "reason": "Quantized model save failure and Qwen2.5-GGUF loading failure are separate save/load paths." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error is not the same as a loading hang in Sentence Transformers." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Upgrade slowdown and Qwen3.5 Moe from_pretrained failure are not the same code-path problem." + "reason": "A slowdown after upgrade is not the same as a Qwen3.5 Moe from_pretrained error; different model and failure mode." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 output attribute missing and AutoConfig trust_remote_code missing fields are unrelated." + "reason": "SAM 3 video missing attribute is unrelated to trust_remote_code returning configs with missing fields." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade vs optimizer double-step under deepspeed; not the same behavior." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API-warning/deprecation and remote-code meta-init incompatibility are different topics." + "reason": "TF32 API/settings warning is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision/model regressions, but the specific missing attribute and wrong position_ids bugs are distinct." + "reason": "Both are vision/video issues, but they affect different models and different tensor fields." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different causes." + "reason": "Separate import failures: AutoImageProcessor missing vs image_utils import missing." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no evidence of the same underlying failure as the Gemma-4 Zero3 issue." + "reason": "Placeholder bug report vs a specific Gemma-4 Zero3 from_pretrained regression." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3.5-Moe transformers-v5 incompatibility and processor save_pretrained file loss are separate regressions." + "reason": "Qwen3-VL-Moe Transformers 5 issue is not the same as processor.save_pretrained missing files." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation crash are unrelated." + "reason": "Tokenizer regex crash and auto_docstring annotation handling crash are unrelated code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized save failure and Llama4Config missing pad_token_id are different model/config bugs." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5-Moe family, but one is a missing config field dropped by strict and the other is a from_pretrained failure; not the same concrete bug." + "reason": "Both mention Qwen3.5-Moe, but one is a missing vision-config field and the other is a from_pretrained regression; different fix targets." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM3 vision output attribute missing and add-new-model-like tokenizer mapping failure are different problems." + "reason": "SAM 3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; this looks like the same underlying bug." + "reason": "Same underlying bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; same title/symptom and 43704 looks like a duplicate." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5-Moe-related, but one is a from_pretrained error and the other is a missing vision config field; too different to merge." + "reason": "Related Qwen3.5-Moe family, but one is a from_pretrained error and the other is a missing config field silently dropped by strict; different bug and fix target." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different bugs." + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are distinct issues." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs syncing and divergent attention kernels under torch.compile are unrelated." + "reason": "Different generation/attention bugs: sync_gpus kwargs update vs torch.compile branching causing attention-kernel divergence." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import failure and HybridCache import failure are separate export issues." + "reason": "Separate import failures: AutoImageProcessor missing vs HybridCache missing." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained failure are distinct problems." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different problems." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output mismatch and image-specific infinite loop are not the same bug." + "reason": "Pipeline-parallelism output corruption is unrelated to a specific-image infinite loop in Qwen3_5." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly conservative, but the summary overstates heterogeneity by saying the only clear duplicate-style pair is Qwen3ForCausalLM VRAM leak. The packet also contains another obvious duplicate-style pair with the same title, issue:45310 and issue:45478, both about the Qwen3.5 MoE from_pretrained error. That omission makes the summary a bit too strong. The pairwise rejections themselves look generally conservative, and the 42673/43704 acceptance is plausible." + "feedback": "Reject: the summary overstates exclusivity. The packet contains another near-identical pair, issue:45310 and issue:45478, with the same title ('Qwen3.5 Moe from_pretrained error'), so 42673/43704 is not the only duplicate-like pair supported by the packet. The cluster may still be heterogeneous overall, but the canonical-anchor claim needs to be more conservative and acknowledge that additional duplicate-like Qwen pairs exist." }, "evaluator_used": true, "retried": true, @@ -11218,8 +11206,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -11629,7 +11617,7 @@ "issue:43479|issue:44913", "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "8bed832a48df8e6be74bb8719648cf2095381fb441721627d94b3c0992eedb61", + "prepared_review_unit_hash": "eaad95596ea1baa5e99e1dcf976084f8332bd5965733937a1395f064c1baf2c9", "component_budget": { "node_count": 393, "item_count": 393, @@ -11651,228 +11639,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer/model regressions, serialization bugs, training issues, and docs-style complaints. No PRs are present, and none of the soft pairs look like the same concrete underlying bug/change.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44297 is the most self-contained, clearly reproducible bug in the set, with a narrow serialization mismatch (`tokenizer_class` in `tokenizer_config.json`) and a straightforward fix path.", + "summary": "This set is heterogeneous: most soft matches are superficial title similarity across tokenizer/import/save_pretrained/model-config issues, but they do not describe the same underlying bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents a true duplicate cluster here; if forced, issue 43723 is the closest umbrella for the tokenizer-loading regressions, but the set is too mixed to call it canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the strongest representative issue because it is concrete, isolated, and easy to validate compared with the broader regression or discussion-style reports.", + "best_issue_reason": "Issue 43723 is the broadest and most central representative among the tokenizer-related reports, but it still does not unify the cluster into one concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated problems: a version pin to unreleased PEFT versus leftover dummy classes leaking into `dir(transformers)`." + "reason": "Unrelated topics: PEFT version pin vs leftover dummy classes/import leakage." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v5-era behavior changes, but one is token cleanup semantics and the other is full model output drift; not the same concrete bug." + "reason": "Both concern tokenizer/output behavior, but one is clean_up_tokenization_spaces and the other is a Pegasus v4/v5 generation regression." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Image-utils import/export issue versus dummy PT object cleanup; different code paths and failure modes." + "reason": "Different import/export problems; image_utils symbol absence is not the dummy-class cleanup bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Registering/reading `position_ids` as a buffer is unrelated to a deepspeed double optimizer step." + "reason": "Position_ids buffer read error is unrelated to deepspeed double optimizer stepping." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 `save_pretrained` behavior for MoE models is a different serialization bug than tokenizer config mismatch." + "reason": "Both mention save_pretrained, but one is FP8 moe saving and the other is tokenizer config metadata mismatch." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save/load metadata mismatch is unrelated to optimizer stepping under deepspeed." + "reason": "Tokenizer config save/load bug is unrelated to deepspeed optimizer stepping." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different configuration bugs: default vision/audio config initialization vs non-persistent buffer junk values." + "reason": "Different config/init failures; multimodal None defaults are not the same as non-persistent buffer junk." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported `center` arg in `LasrFeatureExtractor` is unrelated to the auto-docstring annotations crash." + "reason": "Feature-extractor center-arg crash is a different code path from the auto_docstring future-annotations crash." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "MoE FP8 save bug and processor save_pretrained missing files are both save-related, but not the same artifact or code path." + "reason": "Both involve saving, but one is FP8 model save_pretrained and the other is processor save_pretrained missing files." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and processor save_pretrained file omission are distinct issues." + "reason": "FP8 accuracy issues are not the same as missing processor files on save_pretrained." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to `CustomTrainer.compute_loss` signature breakage." + "reason": "MLflow reporting on failed training is unrelated to the CustomTrainer compute_loss signature break." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Import errors, but one is missing `transformers.onnx` and the other is missing PyTorch; different root causes." + "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch for AutoModel." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing `AutoImageProcessor` export is unrelated to `huggingface_hub.is_offline_mode` import failure." + "reason": "Different missing imports from different packages; no shared underlying bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLflow reporting and Llama 3.2 model loading regression do not share the same underlying bug." + "reason": "Training-job reporting bug and Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug and Kosmos2.5 OCR index error are unrelated." + "reason": "Generation kwargs handling is unrelated to long-OCR index errors in Kosmos2.5." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation problems are different code paths and symptoms." + "reason": "Both are tokenizer/generation adjacent, but one is generic AutoTokenizer loading and the other is Qwen3.5 flash-attention generation." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch-not-found import error versus MLflow job state bug; unrelated." + "reason": "Missing PyTorch import error is unrelated to MLflow not closing failed runs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting issue and embedding resize/post_init reinitialization bug are different subsystems." + "reason": "Training reporting bug and embedding reinit bug are different failure modes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug is unrelated to the `max_shard_size` default question." + "reason": "save_pretrained appears in both, but FP8 moe serialization is unrelated to max_shard_size default behavior." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer config mismatch is not the same as the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "`torch.split()` return-value handling in GlmMoeDsaIndexer is unrelated to InternVL2 meta-initialization compatibility." + "reason": "Both touch model internals, but torch.split indexing and remote-code meta-init incompatibility are different bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same DSA/indexer area, but one reports split return values and the other a missing ReLU; not the same bug." + "reason": "Two distinct DSA-indexer issues: split-return handling vs missing ReLU." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat completion endpoint rejection and Gemma4Processor missing `_tokenizer` are different failures." + "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched `apply_chat_template` crash and auto-docstring annotation crash are unrelated." + "reason": "Qwen2_5_VL batched apply_chat_template crash is unrelated to the docstring annotation crash." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for `position_ids` is not the same as GLM-5 RoPE implementation discussion." + "reason": "Wrong docstring and GLM-5 RoPE implementation are not the same underlying problem." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read error and processor save_pretrained missing files are separate serialization/runtime issues." + "reason": "Reading a registered buffer and missing processor save files are different issues." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure in v5 is unrelated to Gemma-3 `eos_token_id` inconsistency." + "reason": "Generic tokenizer loading failure is not the same as eos_token_id mismatch." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "RMS norm epsilon precision discussion and InternVL2 meta-init incompatibility are different model bugs." + "reason": "MLA layernorm epsilon precision and meta-init remote-code incompatibility are unrelated." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but one is generic v5 loading and the other is a specific model; no evidence they share the same concrete cause." + "reason": "Both are tokenizer-loading regressions, but they target different code paths/models and are not clearly the same bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Old InternVL2 meta-init incompatibility is distinct from Qwen3.5 visual encoder key saving regression." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stuck and SigLIP2 zero probabilities are different model/runtime problems." + "reason": "SentenceTransformers loading hang is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Generic tokenizer loading regression is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer failure." + "reason": "Generic tokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are related only at a broad level, not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different import/export problems: missing `AutoImageProcessor` versus missing `Qwen2_5_VLForConditionalGeneration`." + "reason": "Different missing-export/import problems for different symbols and modules." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 offset mapping bug and mDeBERTa special-token behavior regression are unrelated tokenizer issues." + "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS token insertion behavior." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config initialization for multimodal defaults is unrelated to GPTNeoX `rotary_pct` persistence on reload." + "reason": "Multimodal default-config initialization is unrelated to GPTNeoX rotary_pct reload loss." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are different problem types." + "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3.5 MoE from_pretrained regression." } ] }, @@ -11978,7 +11966,7 @@ "issue:43116|issue:45200", "issue:29127|issue:30990" ], - "prepared_review_unit_hash": "85fbc7435da8d72d5977ce784cb167d1fe0a76118fb68abaa777baeb5cd46abe", + "prepared_review_unit_hash": "5e4377141d04fe6abcbe62d454654bf6e19f9ab692791f17f5a2bea7ac6f7274", "component_budget": { "node_count": 393, "item_count": 393, @@ -12000,198 +11988,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed set of unrelated Transformers issues. The soft pairs share broad themes like tokenization, import regressions, or generation behavior, but they point to different concrete bugs and code paths, so none should be deduplicated.", + "summary": "This cluster is highly heterogeneous: a few loose theme overlaps around imports/tokenizers/generation, but none of the soft pairs look like true duplicates or the same concrete fix.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous; if one representative is needed, issue:42886 is the clearest concrete regression report.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is a strong representative because it has a specific offline/cache failure mode, version context, and reproducible behavior.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving are different failures." + "reason": "Both involve loading/saving problems, but one is offline tokenizer cache loading and the other is quantized model saving; different code paths and failure modes." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad v5 upgrade regression." + "reason": "Both mention import problems, but 42757 is a specific missing Hub symbol while 45278 is a broad post-upgrade import breakage report." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A torch.split indexing bug and a docstring issue are unrelated." + "reason": "One is a tensor split/indexer behavior issue and the other is a docstring problem; not the same bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific bugs: RoPE layer count vs tied-weights warning." + "reason": "RoPE-layer behavior and tied-weights warning are unrelated model issues." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3-VL-Moe bug." + "reason": "Different models and symptoms: FP8 accuracy regression versus a Qwen3-VL-Moe bug report." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation cache/state update bug vs missing auxiliary losses in D-FINE are separate issues." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI/env command breakage is unrelated to a sentence-transformers import NameError." + "reason": "CLI env-command breakage and a sentence-transformers import NameError are different failures." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different symptoms and models: FP8 accuracy issue vs Qwen3_5 infinite loop on one image." + "reason": "Accuracy regression in FP8 is unrelated to a Qwen3_5 infinite-loop image bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and tokenizer decoder type mismatch are different tokenizer problems." + "reason": "Offline cache loading and tokenizer decoder-type mismatch are distinct tokenizer issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing module import and extra whitespace in tokenization are unrelated." + "reason": "Transformers.onnx import error and tokenizer spacing after added token are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance does not match a DSA indexer return-value bug." + "reason": "TF32 settings warning and DSA indexer tensor-return behavior are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer output drift across versions is separate from multimodal assistant mask handling." + "reason": "Both involve tokenization/chat-template behavior, but one is version-to-version tokenization drift and the other is multimodal assistant mask generation." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwarg forwarding are different code paths." + "reason": "TOKENIZER_MAPPING_NAMES fallback handling and AutoProcessor kwargs forwarding are separate framework plumbing issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence-Transformers and a MacOS bus error in CLIP are distinct failures." + "reason": "Loading stalling for Sentence Transformers and a MacOS bus error with CLIP are different runtime problems." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to recurrent-state reset in qwen3_5." + "reason": "Generation state update logic and Qwen3_5 recurrent-state reset are not the same code path." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model save failure and pipeline-parallelism output corruption are different bugs." + "reason": "Dequantized model saving and incorrect pipeline-parallel output are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Cannot import one symbol is not the same as multiple import errors after a version update." + "reason": "AutoImageProcessor import failure is one specific import regression; 45278 is a broad collection of import errors after upgrade." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallelism output are unrelated." + "reason": "Python version compatibility and pipeline parallelism output correctness are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Cached-file kwargs forwarding and chat-template crashes with tool calls are separate behaviors." + "reason": "Kwargs forwarding in AutoProcessor and chat-template crashes on tool-call assistant messages are different bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping for Qwen3 tokenizer is unrelated to loading a specific model failing." + "reason": "Qwen3 offset mapping and failing to load cjvt/sleng-bert are separate tokenizer/model-loading issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer read error on position_ids and tokenizer_class mismatch on save_pretrained are different bugs." + "reason": "Reading registered buffer position_ids and tokenizer_class metadata mismatch are unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale Sam3LiteText references in auto_mappings." + "reason": "Import-time NameError in sentence-transformers and stale auto_mappings config references are different import failures." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior change and batched chat-template crash are not the same defect." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Same general area, but different failure modes and fixes." + "reason": "Both are tokenization/chat-template related, but one is version drift and the other is batched padding=False crash; not the same concrete bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and GenerationConfig validation are unrelated." + "reason": "Model saving failure and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing attribute on vision encoder output are different SAM3 issues." + "reason": "Wrong model-type warning and missing fpn_position_embeddings attribute are different SAM 3 issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are unrelated." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm and a docstring correction are not duplicates." + "reason": "Precision/epsilon discussion for MLA q_a_layernorm and a wrong docstring for position_ids are unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug and multimodal assistant mask bug affect different paths." + "reason": "Wrong offset_mapping and all-zero assistant masks are different tokenizer/template bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are distinct issues." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label behavior and Gemma 4 mm_token_type_ids defaults are different application areas." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence-Transformers loading stall are unrelated." + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading stall are unrelated." } ] }, @@ -12300,7 +12288,7 @@ "issue:39401|issue:44779", "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "50d59ce4c42ba72670b847d6091f0120c89dc63c13e0acc17574da7e83f326ad", + "prepared_review_unit_hash": "3ebfb32e14a9602d8a31b43ea7a510f067a352e323c13afca972b2648e74d153", "component_budget": { "node_count": 393, "item_count": 393, @@ -12322,216 +12310,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regressions (imports, tokenizers, save/load, model-specific bugs) rather than one shared duplicate bug. None of the soft edges look like the same concrete issue, so they should all be rejected. The broadest representative issue is the general v5 import-regression report.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the most umbrella-like report and best represents the broad v5 breakage theme across the cluster.", + "summary": "Mostly a loose set of Transformers v5 regression reports rather than true duplicates. A few pairs are thematically related (tokenizer regressions, import errors, Qwen3.5 issues), but they usually point to different code paths or different model-specific failures.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best represents the import-error regression subset; it is more central than the very specific single-symbol failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the widest scope and is the most suitable cluster representative for triage, even though the underlying reports are not duplicates.", + "best_issue_reason": "issue:45278 is the best single anchor for deduping because it is open, broad, and likely to collect closely related import-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different models and failure details; not clearly the same bug." + "reason": "Both are tokenizer regressions, but one is a general v4->v5 behavior change and the other is Deepseek-specific incorrect output; not clearly the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different components and symptoms: dequantized save failure vs model load failure." + "reason": "Different failures: saving dequantized Ministral/Devstral models vs loading Phi-4-multimodal-instruct." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug vs tokenizer save_pretrained metadata mismatch; different code paths." + "reason": "Qwen3-VL-Moe model loading vs tokenizer save metadata mismatch; different code paths." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different failures: model-specific v5 breakage vs position_ids buffer access." + "reason": "Different bugs: Qwen3-VL-Moe issue vs reading a registered position_ids buffer." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized weights and gguf loading are unrelated behaviors." + "reason": "Both involve model I/O, but one is quantized save handling and the other is AutoTokenizer/AutoModel loading with gguf_file; not the same defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." + "reason": "Unrelated: tensor-parallel training bug vs multi-label classification example script returning empty results." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different packages." + "reason": "Both are import errors, but they are missing different symbols from different modules; separate regressions." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "One is Qwen3-VL-Moe runtime breakage; the other is FP8 save_pretrained on moe models." + "reason": "Same broad Qwen/MOE area, but one is a model-loading bug and the other is FP8 save_pretrained behavior." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying defect." + "reason": "Different missing imports: huggingface_hub is_offline_mode vs transformers HybridCache." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 v5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; not clearly the same bug." + "reason": "Same model family/version range, but one is save_pretrained producing a bad checkpoint and the other is a from_pretrained error; not enough to say one underlying bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong decoder type and wrong tokenization are related broadly, but not the same concrete tokenizer bug." + "reason": "Both are tokenizer-related regressions, but they concern different tokenizers and different symptoms." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype mismatch in eval is unrelated to pipeline-parallel wrong output." + "reason": "Embedding dtype drift during evaluate vs incorrect output under pipeline parallelism; unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are different model-specific problems." + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3.5 infinite loop on a specific image." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both involve tokenization/flash-attention regressions, but they affect different models and behaviors." + "reason": "Different issues: tokenizer regression vs flash-attention generation failure." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Saving dequantized models and FP8 save_pretrained are separate serialization issues." + "reason": "Both touch saving quantized models, but dequantized save failure and FP8 save_pretrained are distinct bugs." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens loading and cached_file kwargs forwarding are unrelated load-path bugs." + "reason": "Both involve from_pretrained, but one misses embed_tokens.weight in UMT5Encoder and the other drops kwargs in AutoProcessor/cached_file." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import breakage and an AuxRequest version-check bug are unrelated." + "reason": "Import error in sentence-transformers vs a PyTorch version check issue in flex_attention; unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing symbol import and broad import-regression umbrella are not the same underlying issue." + "reason": "Both are import-error reports, but 38617 is one missing symbol while 45278 is a broader upgrade-wide umbrella; not the same concrete bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch CI failure are different bugs." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading vs dtype mismatch in bfloat16 inference; different failures." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and RoPE implementation discussion are different GLM-5 issues." + "reason": "Same GLM-5 family, but GenerationConfig validation and RoPE implementation are separate code-path issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Completely unrelated: missing transformers.onnx module vs LayoutLMv3 error-message clarity." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." + "reason": "Different model families and problems: VitPose import/path breakage vs Ministral-3 FlashAttention failure." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 control warning and missing image-patch helper are unrelated." + "reason": "TF32 API guidance warning vs missing image-patch helper in GLM46V; unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state corruption in trainer/FSDP2 is unrelated to chunked_prefill cache missing." + "reason": "Different training/runtime bugs: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue and AuxRequest import version check are different problems." + "reason": "Python version compatibility issue vs AuxRequest import version-check bug; not the same defect." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script behavior and SigLIP2 implementation mismatch are unrelated." + "reason": "Classification example script bug vs SigLIP2 model discrepancy; unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate() failing after train()." + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train(); different problems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label behavior and pipeline translation warning are different features." + "reason": "Example script returning empty multi-label outputs vs pipeline translation-task error messaging; unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-Moe on v5, but one is Qwen3-VL-Moe and the other is a from_pretrained issue; not the same bug." + "reason": "Same Qwen3.5/Qwen-related area, but one is a Qwen3-VL-Moe loading issue and the other is a Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 from_pretrained error are distinct serialization/load failures." + "reason": "Both involve MoE/Qwen3.5-adjacent model persistence, but FP8 save_pretrained and from_pretrained load failure are not clearly the same bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper output-length logic in qwen3_omni_moe is unrelated to the PyTorch version-check import bug." + "reason": "Different subsystems: qwen3_omni_moe feature-extract length helper vs flex_attention import version check." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." + "reason": "GLM-5 GenerationConfig validation vs a stale warning in paged generate(); different issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and symptom types." + "reason": "Both tokenizer regressions, but they concern different models and symptoms." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "General tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + "reason": "Both are tokenizer-loading/tokenization regressions, but one is generic loading regression and the other is Qwen3 wrong offset mapping; not the same underlying bug." } ] }, @@ -12636,7 +12624,7 @@ "issue:43012|issue:43577", "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "2a48e2bca3bf7f67f6a7d826e1f208d7fe8e1caafcbc738d591c25e168d28163", + "prepared_review_unit_hash": "5f5f82f17a655144ef6335c7a20f170bad2283dd64c8f3e4113a89b34857581b", "component_budget": { "node_count": 393, "item_count": 393, @@ -12658,192 +12646,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem labels (tokenizers, import errors, loading, optimizer, chat API) but not the same concrete bug. I would not merge any of the proposed soft links.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the best umbrella-style issue here because it is the broadest open report about a wave of import regressions after a version update, but it still does not subsume the specific failures in the soft pairs.", + "summary": "These reports are mostly unrelated across tokenizer, import, model-loading, optimizer, backend, and testing areas. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "No strong canonical duplicate stands out. If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-time import regressions, but it does not clearly subsume the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable representative issue for this set because it is broad, recent, and open, but the rest of the items are too diverse to treat as true duplicates.", + "best_issue_reason": "Issue 45278 is the best cluster anchor because it is open and broadly framed around multiple import failures after a version update, while the others are narrower and largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback vs flash-attention crash on sink-less models; unrelated code paths." + "reason": "Different failure modes: tokenizer mapping lookup returning None vs flash-attention crash on s_aux=None." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup about pipeline removals vs a flex_attention import/version check bug." + "reason": "Docs still mentioning removed pipeline() is unrelated to the flex_attention AuxRequest import/version-check bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different failures: invalid GenerationConfig for GLM-5 vs flash-attention generation bug for Qwen3.5." + "reason": "Both involve generation, but one is invalid GenerationConfig handling and the other is a Qwen3.5 flash-attention inference failure." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "Qwen3 VRAM leak in multithreaded dataloading is not the same as an isolated reproduction of another issue." + "reason": "VRAM leak in threaded Qwen3 loading is not the same concrete bug as an isolated reproduction of another issue." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning issue vs PyTorch version gating bug; unrelated." + "reason": "Package dependency/version bump issue is unrelated to the flex_attention import guard regression." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-check regression; different surfaces." + "reason": "Distinct v5 regressions: init_empty_weights/_is_hf_initialized TypeError vs PretrainedConfig type-checking breakage." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape bug vs missing-torchvision crash; both video-related but not the same defect." + "reason": "Batched video processor shape bug is unrelated to AutoProcessor crashing when torchvision is missing." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; insufficiently specific to be the same bug." + "reason": "Both mention testing utils, but one is a vague bug report and the other is a specific xdist race on captured_info.txt; not enough evidence of the same root cause." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "None-returning tokenizer mapping and Mistral regex patch crash are distinct tokenizer regressions." + "reason": "Tokenizer mapping None lookup and Mistral regex patch crashes are separate tokenizer-path failures." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different import errors for different symbols; same broad theme, not the same missing-export bug." + "reason": "Different missing imports from different symbols; no sign of a single shared API regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping bug vs runtime post-processor update bug; separate tokenizer behaviors." + "reason": "Wrong offset_mapping for Qwen3 is a tokenizer output bug, while the other is about runtime special-token/post-processor updates." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Layer projections missing in qwen3next vs Qwen3.5 from_pretrained load error; different model-loading problems." + "reason": "Missing attn projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression; unrelated failures." + "reason": "Flash-attention training degeneration and Qwen3.5 checkpoint save_regression are different code paths and symptoms." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak in Qwen3 threading vs Apple Silicon caching_allocator_warmup TypeError; different bugs." + "reason": "VRAM leak in threaded dataloading is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE load error; not the same issue." + "reason": "Chat/completions request rejection is not the same bug as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 configuration warning vs missing rms_norm_eps precision error; both numeric-settings related but not the same defect." + "reason": "TF32 behavior warning/setting change is unrelated to FineGrainedFP8 accuracy drift from missing rms_norm_eps." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken VitPose model loading vs missing TensorFlow backend when only tensorboard is installed; unrelated." + "reason": "Vitpose model breakage and missing-TensorFlow backend error are different subsystems and failure modes." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning vs MobileLLM key error; different loading problems." + "reason": "sam3_tracker type warning is unrelated to the MobileLLM key error while loading facebook/MobileLLM-125M." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing image_utils import is not enough to call it the same as a broad 'many import errors' report." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py runtime failure vs a testing_utils bug; different files and behaviors." - }, - { - "left": "issue:42673", - "right": "issue:43577", - "accept": false, - "reason": "Qwen3 threading VRAM leak vs BLIP2 dtype staying float32; separate model/runtime issues." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Dependency installation/backend packaging issue vs VitPose model breakage; not the same bug." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Invalid GenerationConfig for a known model vs unrecognized model_type in config.json; different config-loading errors." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for a missing symbol vs audio feature extraction failure; unrelated." + "reason": "A specific image_utils import error may be thematically close, but the broader 'many import errors' report is not enough to prove the same concrete bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer-step under deepspeed are different optimizer bugs." + "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing optimizer.step() to run twice." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B; different API breakages." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are both precision-related but not the same change or bug." + "reason": "General /v1/chat/completions request handling failure is not the same as the streaming inference failure on Qwen3.5-0.8B." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong decoder type and changed tokenization output are related to v5 tokenizer behavior but not clearly the same underlying bug." + "reason": "Wrong decoder type and changed tokenization output are related to tokenizer v5 regressions but do not appear to be the same concrete fix." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "PyTorch warning during bfloat16 compilation vs BLIP2 dtype not propagating; distinct dtype-handling issues." + "reason": "A compile-time float32 warning on bfloat16 models is different from model/qformer dtype staying float32 on BLIP2 load." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs a testing_utils bug; completely different areas." + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to the testing_utils.py bug." } ] }, @@ -12862,8 +12814,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -13230,8 +13182,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -13685,7 +13637,7 @@ "issue:42890|issue:45600", "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "72111cc5762b6f25e8019af46e247fd431d2e7ef024e31105664be3204d2aa37", + "prepared_review_unit_hash": "bb3cde54d810b0b246451ebf927d6007184e572e23877a8d161fc00e13fd247e", "component_budget": { "node_count": 393, "item_count": 393, @@ -13707,211 +13659,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug or change; I would reject all of them as duplicates. The broadest issue in the set is the open import-regression report (issue:45278), which is the best triage anchor, but there is no clear duplicate cluster here.", - "confidence": 0.82, - "canonical_issue_reason": "No soft pair is a strong duplicate; issue:45278 is the broadest umbrella report and the most useful stand-in canonical issue for triage.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across different models, backends, and version upgrades. I only see one true soft duplicate pair: the import slowdown issues around `import *` in model imports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s general regression/import-failure theme, but it is still not a true duplicate of the more specific model- and backend-level bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is open, broad, and phrased as a multi-model regression after upgrade, so it is the best single issue to anchor the cluster.", + "best_issue_reason": "issue:45278 is the best single representative because it is broad, recent, and closest to the common \"latest Transformers broke things\" pattern across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different models and failures: a GlmMoeDsaIndexer torch.split issue vs a DeepSeekV3MoE implementation mismatch." + "reason": "Both involve MoE-related code, but they are different models and different failure modes (`torch.split` indexing vs implementation divergence)." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-config-attribute reports, but for different models and different fields; not the same bug." + "reason": "Both are missing-config-attribute errors, but for different configs and different absent fields; not the same bug." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Unrelated bugs: FlashAttention support gating for Nemotron vs D-FINE auxiliary loss behavior." + "reason": "Completely different subsystems: FlashAttention support gating vs auxiliary loss handling in D-FINE." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment bug vs Qwen3.5 save_pretrained checkpoint regression; different code paths." + "reason": "One is an output field regression in CLIP; the other is a save_pretrained checkpoint-key regression for Qwen3.5." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both involve attention internals, but one is a torch.compile branch divergence and the other is backend scaling config handling." + "reason": "Both touch attention code, but the concrete bugs differ: torch.compile branching divergence vs attention scaling ignored under SDPA/FlashAttention." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training/FSDP optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different model-loading/config issues: missing vocab_size vs MoE load-balancing loss omission." + "reason": "Missing config attribute vs MoE load-balancing loss gating; same broad area, different bug." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Nemotron FlashAttention support limitation is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Different model families and different loading errors." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrade are different regressions." + "reason": "`update()` needing `no_grad` is a specific runtime behavior bug; 45278 is a broad import-error report, not the same issue." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Different models and different from_pretrained failures; no clear shared root cause." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A sorted-state_dict loading error is not the same as a missing Qwen3_5MoeVisionConfig field." + "reason": "State-dict sorting/load error vs missing config field in Qwen3_5MoeVisionConfig; not the same defect." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import performance, but one is a specific 'import *' cleanup issue and the other is a general slow-import report." + "accept": true, + "reason": "These both point to slow `import transformers` behavior, and 41669\u2019s `import *` cleanup is a plausible concrete fix for 44246\u2019s intermittent import slowness." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-Python-file errors are not the same as a Python 3.13 @torch.jit.script parsing/IndentationError." + "reason": "Compiled Python file errors and a Python 3.13 `torch.jit.script` parsing/indentation issue are different import-time failures." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "A missing config attribute in Gemma3 is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Unrelated bugs: missing config property vs distributed training state corruption." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A missing set_seed in a model test is not the same as a pytest-xdist file-write race." + "reason": "Both are flaky tests, but one is seed-related and the other is an xdist file race; different causes." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different compatibility issues." + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are model-loading/saving regressions, but they affect different models and different serialization paths." + "reason": "Model loading with sorted state_dict is not the same as incorrect saved visual encoder keys." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache-method change is not the same as a vague report that 5.0 breaks too many models." + "reason": "A specific cache/update bug is not the same as a broad complaint that Transformers 5.0 breaks many models." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different models and symptoms: UMT5 weight omission vs Qwen3.5 MoE from_pretrained error." + "reason": "Same general `from_pretrained` wording, but different models and likely different root causes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad decoration and Python version support for Transformers 5.1.0 are unrelated." + "reason": "`no_grad` decoration on cache updates has nothing to do with Python-version compatibility." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and PatchTSMixer post_init allowance are unrelated model API issues." + "reason": "An attention output regression and a `patchtsmixer` post_init policy change are unrelated." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 load failure is not the same as qwen2.5-vl video vision_position_ids being wrong." + "reason": "Python 3.14 loading failure vs Qwen2.5-VL video position-id bug; different code paths." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in a DSA indexer is unrelated to DeepSeekV3MoE divergence from the remote implementation." + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are different model-level issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP-related OOM on model load are different failure modes and likely different causes." + "reason": "Tensor-parallel training state bug vs TP load OOM; related topic but not the same concrete problem." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-not-found ImportError and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Model-loading failure is unrelated to the default max_shard_size question." + "reason": "State-dict loading error vs a question about `max_shard_size`; not the same issue." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "CLIP attentions regression and Qwen3.5 FlashAttention generation failure are different bugs." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different affected components: CLIPOutput attentions vs LwDetrImageLoss AMP crash." + "reason": "CLIP output field regression and an AMP/CUDA loss crash are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test due to missing seeds is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "Seed-related test flakiness and a Phi-4 multimodal loading failure are not the same bug." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A seed-related test flake is not the same as a GraniteSpeech stale device override CI failure." + "reason": "A flaky integration test and a GraniteSpeech CI device-override regression have different causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "A flaky integration test is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "Seed-related test flakiness and stale auto_mappings references are unrelated CI failures." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword duplication are different tokenizer/loading bugs." + "reason": "`local_files_only=True` still making API calls is unrelated to `AddedToken` argument duplication." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 with issue:44246, is plausibly mergeable as a single import-time performance fix. The other pairs are rejected with appropriately specific reasons, and the representative issue choice is defensible without overstating duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13923,8 +13878,8 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-393", "nodes": [ @@ -14404,7 +14359,7 @@ "issue:44273|issue:44908", "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "77a47171854c84aabf4b7dba102d6edbf57c68a096abc230bd058f54e6ad7bdf", + "prepared_review_unit_hash": "5a09bc777a278c4631ae416d05da6b490fa573962f03290c8840cf9c5f7a155e", "component_budget": { "node_count": 393, "item_count": 393, @@ -14426,192 +14381,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose mix of Transformers v5 regression/model-specific issues, not a tight duplicate cluster. The soft pairs mostly share broad keywords like v5, import, cache, or model names, but they describe different code paths and failure modes.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it best matches the cluster\u2019s overall regression theme, even though it is very vague.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, model-specific config/load failures, and a few docs/perf issues. The items are related by broad similarity, but they do not look like the same underlying bug/change in most cases, so I would not collapse them into duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, issue:45850 is the broadest umbrella ('Since 5.0 version it breaks too many models'), but it is too generic to be a true duplicate canonical for the narrower bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the clearest actionable representative of the main theme: upgrade-to-v5 import breakage after moving from 4.57.0 to 5.5.0.", + "best_issue_reason": "Issue:45850 is the best overall representative because it captures the broad v5 breakage theme that most of the soft-similarity edges are circling around, even though it is not a precise technical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a broad complaint about many models breaking; not the same concrete bug." + "reason": "Generic v5 breakage meta-report vs a specific Qwen3.5 chat crash; different failure modes." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue vs a DSA indexer ReLU issue; unrelated subsystems and symptoms." + "reason": "Unrelated models and symptoms; MLA config precision issue vs DSA indexer/ReLU discussion." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files is concrete; the other is just a generic bug report with no matching details." + "reason": "One is a concrete save_pretrained missing-files bug; the other is a placeholder generic report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure vs undefined TensorFlow backend error; different features and code paths." + "reason": "Lazy-loading problem vs tensorboard/TF backend error; not the same code-path." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior vs unsafe sys.modules access in modeling_utils; not the same bug." + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is sys.modules access; too different." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; different failure mode." + "reason": "Both are Qwen3-VL-related, but one is bbox hallucination/output error and the other is an infinite loop on a specific image." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Generic Qwen3-VL-Moe bug vs missing _tp_plan for tensor parallelism; related model family but different concrete issue." + "reason": "Model compatibility issue vs missing tensor-parallel plan; different concrete bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken `transformers env` command vs checkpoint reload incompatibility after upgrading; different functionality." + "reason": "CLI/env command breakage vs checkpoint reload incompatibility after upgrade." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Vision-model output bug vs PretrainedConfig type-checking regression." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, not the same as a broad v5 breakage complaint." + "reason": "Specific Llama4 config attribute error is not the same as a broad v5 breakage complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both mention v5 migration, but one is checkpoint reload failure and the other is remote-code/meta-init incompatibility; not the same code-path problem." + "reason": "Both are v5 upgrade/load regressions, but they describe different model/loading paths and are not clearly the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance issue vs missing GenerationMixin cache during chunked_prefill; unrelated." + "reason": "Import-star performance regression vs missing GenerationMixin cache during chunked prefill; unrelated." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Typo in cache strategies vs vague broad regression claim; no shared concrete bug." + "reason": "Typo in cache strategy docs/labels is not a v5 model-breakage duplicate." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx missing is a specific config regression, not the same as a generic v5 breakage report." + "reason": "StableLmConfig pad_token field regression is model-specific, not the broad meta issue." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings migration vs a cache-strategy typo; unrelated issues." + "reason": "TF32 settings API change vs cache-strategy typo; no shared underlying bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 breakage reports, but one is import errors and the other is a generic \u201ctoo many models\u201d complaint; too vague to call the same duplicate." + "reason": "Both mention many v5 breakages, but one is a broad import-error report and the other a generic complaint; not the same concrete issue." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs being ignored; different areas." + "reason": "Test flakiness from missing seeds vs scheduler kwargs ignored; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; unrelated code paths." + "reason": "AutoProcessor kwargs forwarding bug vs learning-rate scheduler kwargs bug; different subsystems." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning for sam3_tracker vs Liger Kernel not applied with model_init; unrelated." + "reason": "Model-type warning vs Liger Kernel/model_init behavior; no common bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import sometimes vs lazy loading not working properly; related to imports only at a high level, but not the same bug." + "reason": "Import slowdown and lazy-loading behavior may be related broadly, but these are not the same specific defect." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility vs Qwen3-VL bounding-box output error; unrelated." + "reason": "Python-version compatibility issue vs Qwen3-VL output problem; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support limitation vs Qwen3-VL output hallucination/error; different problem." + "reason": "Flash-Attention-2 support gap vs vision output bug; different code paths." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs scheduler kwargs ignored; no shared code path." + "reason": "CLI/env command vs scheduler kwargs; no match." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained vs a generic bug report; insufficient evidence of duplication." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report; not duplicate." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance issue vs cannot import HybridCache; both involve imports, but different concrete failures." + "reason": "Import-performance cleanup issue vs missing exported symbol import error; different problems." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer read error vs generic bug report; no basis to merge." + "reason": "position_ids buffer access bug is unrelated to the generic report." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is model-specific, not a broad v5 regression duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different issue titles and symptoms; one is 2D bbox behavior, the other is a from_pretrained error." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Training hook/model_init behavior vs flash_attention_3 degeneracy; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init allowance issue vs tied-weights key handling crash; different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing removed pipeline APIs vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup/perf issue vs scheduler configuration bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading issue; different surface area." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weights crash; unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA ReLU discussion vs Gemma4AudioRelPositionalEncoding issue; unrelated." + "reason": "Completely different model discussions; no shared underlying bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issue vs scheduler kwargs bug; different functionality." + "reason": "Lazy loading behavior vs inverse_sqrt scheduler kwargs; no overlap." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; too little overlap to treat as duplicates." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not duplicate." } ] }, @@ -14706,7 +14709,7 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "4b66ea23f01b572d0b3cc11af7df8b8f2e45910b7564723019f4bc3956d1ab52", + "prepared_review_unit_hash": "75ca6793cc7dda85c4a1e6508ae64e3b246bbe67ba4710ef100095007ad1a05d", "component_budget": { "node_count": 393, "item_count": 393, @@ -14728,150 +14731,144 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: a few v5/tokenizer/model-loading regressions are superficially similar, but most items are unrelated bug reports. I did not find any soft pair that looks like the same concrete fixable bug, so no duplicate merges are justified.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the loose 'Transformers 5.0 breaks models' theme, but the cluster is too mixed for a strong canonical issue.", + "summary": "This cluster is mostly noisy; the soft-similarity pairs do not look like true duplicates once the concrete bugs are compared. The dominant loose theme is Transformers v5/model-loading/tokenizer regression complaints, but the individual reports target different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the set and best matches the cluster\u2019s loose theme of many v5 breakages across models/loading paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the closest thing to a cluster-wide summary, but it is too vague to serve as a high-quality duplicate anchor.", + "best_issue_reason": "issue:45092 is the strongest concrete representative of the shared regression class: a specific Transformers v5 meta-initialization incompatibility affecting model loading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Different model components and failures: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Unrelated code paths: processor timestamp logic vs inverse_sqrt scheduler kwargs handling." + "reason": "Unrelated subsystems: processor timestamp math vs scheduler keyword handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "One is about import-* cleanup/perf, the other is a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-time package cleanup/performance issue vs a runtime VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs a concrete model-loading regression." + "reason": "Documentation ambiguity vs a concrete model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation issue vs ImportError from flash attention utils." + "reason": "Different problems: docs clarification vs missing flash-attention import." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Different failures: Liger kernel application in model_init vs remote-code/meta-init incompatibility." + "reason": "Both mention model initialization, but one is about Liger Kernel application in training setup and the other is a remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Different model families and different math paths." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings API change is unrelated to a dataloader-thread VRAM leak." + "reason": "TF32 settings guidance is unrelated to VRAM leakage." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." + "reason": "Local file/network access bug vs processor timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + "reason": "Processor timestamp bug is unrelated to save_pretrained missing files." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak; no shared code-path problem." + "reason": "Different code paths: Qwen3VL processor math vs Qwen3ForCausalLM memory behavior." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma audio positional encoding." + "reason": "torch.split return handling is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as Gemma audio positional encoding." + "reason": "CPU offload device mismatch is a different failure mode than audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon/config precision issue is unrelated to Gemma audio encoding." + "reason": "Config eps propagation in MLA differs from Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is broad behavior regression and the other is decoder-type mismatch; not the same concrete bug." + "reason": "Both concern tokenizer changes in v5, but one is broad behavior regression and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder unemployment issue." + "reason": "Scheduler kwargs bug vs unrelated unemployment placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash is unrelated to chat template tool-call handling." + "reason": "Tied-weight key handling crash and chat-template/tool-call crash are different APIs and root causes." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the unemployment issue." + "reason": "Typo in cache strategy text is unrelated to the placeholder unemployment issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Generic 'many models break' complaint does not match the unrelated unemployment report." + "reason": "A placeholder/non-technical issue is not the same as a broad Transformers v5 regression report." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unemployment issue." - }, - { - "left": "issue:44998", - "right": "issue:45341", - "accept": false, - "reason": "Testing_utils bug and unemployment are unrelated." + "reason": "CLIPOutput attention assignment regression is unrelated to the placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to _get_tied_weight_keys on list inputs." + "reason": "Missing config field in Llama4Config is unrelated to tied-weight key crash." }, { "left": "issue:43572", @@ -14883,49 +14880,49 @@ "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to a configuration_utils ImportError." + "reason": "Slow checkpoint loading is a performance issue, not an import error for a missing symbol." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support work is unrelated to processor.save_pretrained missing files." + "reason": "FP8 inference support request is unrelated to processor.save_pretrained file emission." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting after failed training and slow checkpoint loading are different problems." + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained performance regression is unrelated to tensor-parallel training bugs." + "reason": "Loading speed issue vs tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowdown and documentation confusion are not the same bug." + "reason": "Performance loading issue vs documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "FP8 support request is not the same as a v5 from_pretrained loading error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowdown and tokenizer loading regression are different issues." + "reason": "Checkpoint loading slowness is distinct from tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and qwen fp8 inference support are unrelated features/bugs." + "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." } ] }, @@ -14944,8 +14941,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15007,8 +15004,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -15107,8 +15104,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15415,8 +15412,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15531,8 +15528,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15594,8 +15591,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15657,8 +15654,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15720,8 +15717,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15823,8 +15820,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15945,8 +15942,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16065,8 +16062,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16128,8 +16125,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16191,8 +16188,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16254,8 +16251,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16412,12 +16409,12 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a5980b02fed89ceb74128a8df1753ec43bb8a1abd42b4998de4dd3a887294399", + "prepared_review_unit_hash": "ac06a9df45eac5ff5b496a9d92ed1b7cd35c8742965aa1ddc4cdaa2c2378e01f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35206, + "serialized_chars": 35208, "estimated_input_tokens": 8802, "estimated_eval_tokens": 17860 }, @@ -16425,7 +16422,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35206, + "serialized_chars": 35208, "estimated_input_tokens": 8802, "estimated_eval_tokens": 17860 }, @@ -16434,132 +16431,168 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs across docs, new model adds, and small refactors. The only true duplicate pair is the two `fixed_cross_entropy` PRs that both add `weight`/`label_smoothing` support for the same helper in `loss_utils.py` and target the same issue. Everything else is only superficially similar by subsystem or broad theme.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated PRs that only share broad technical similarity; the only clear duplicate pair is the two loss-function fixes for `fixed_cross_entropy` (43251 and 43254).", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the loss-utils duplicate pair: it directly targets issue 43240, makes the same concrete `fixed_cross_entropy` change, and is the more explicit fix rather than the alternative phrasing in 43254.", + "canonical_pr_reason": "No single canonical PR fits the cluster: it mixes model additions, docs, tokenizer utilities, a test-only change, and unrelated refactors. If a representative PR is needed, 43251 is the best anchor because it is the most concrete, issue-linked fix in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative artifact in this cluster because it has the clearest problem statement, explicit issue linkage, and the most directly scoped code change. The rest of the cluster does not form a single cohesive fix.", + "best_pr_reason": "43251 is the strongest representative because it has an explicit issue target, a narrowly scoped code-path fix, and the clearest bug explanation. It is still not a duplicate of the other PR topics.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated feature/test PRs; they do not fix the same code-path problem and cannot plausibly be merged as one change." + "reason": "Both are open-ended PRs touching different subsystems (model addition vs export test). They do not fix the same concrete bug or implement the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "One is tokenizer API cleanup, the other is adding a new model; shared model-adjacent wording is not enough for duplication." + "reason": "Tokenizer helper methods for Mistral common and adding a new MobileLLM model are unrelated changes; only superficial model/code-generation similarity." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer method addition and an executorch export test are unrelated changes." + "reason": "A tokenizer API addition and an executorch dynamic-shape test are different fixes with no shared underlying code-path issue." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model auto plumbing in a broad sense, but they address different models and different bugs." + "reason": "These address different processor/model-pretrained concerns versus adding a new model; broad processor-auto similarities are not enough." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs support and adding a new model are unrelated." + "reason": "Loss-function kwargs plumbing and a new model implementation are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "These are different fixes in different areas; the overlap is only that both are small code changes." + "reason": "One is a cross-entropy helper fix; the other is a Mistral4 test/modeling update. Different code paths and problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "An executorch dynamic-shape test and Mistral4 test fixes are not the same underlying change." + "reason": "Executorch export testing and Mistral4 test fixes do not target the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A test for exportability and a new model addition are not duplicates." + "reason": "A dynamic-shape export test and a new model addition are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model implementation and a class-annotation resolution fix are unrelated." + "reason": "New MobileLLM model support and config-resolution ordering in `modeling_utils` are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are different model work, not one bug fix." + "reason": "Model addition versus Falcon output-interface refactoring are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition and a meta PR about creating a model skill are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model support and docs for audio/video processors are different deliverables." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Both touch model internals, but they fix different models and different code paths." + "reason": "Falcon output-capture refactoring and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and a model-creation skill are unrelated." + "reason": "A model refactor and a model-creation skill PR do not address the same code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a CLIP-like weight renaming fix are different changes with no shared concrete defect." + "reason": "Mistral4 test/modeling work and the `layrnorm` spelling fix are different changes with different targets." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 fixes and documentation for audio/video processors are unrelated." + "reason": "Mistral4 test fixes and processor docs updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different bugs in different subsystems; no evidence they are the same underlying issue." + "reason": "A model-specific test fix and `cls.config` resolution ordering are not the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test fix and a draft model-creation skill are not the same change." + "reason": "Model test fixes and the model-creation skill PR are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is not the same as creating an internal model-creation skill." + "reason": "A concrete model implementation and a draft skill/tooling PR are not duplicates." }, { "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition versus metaclass/config resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "Model addition and docs for adding processors are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 work and the `layrnorm` -> `layernorm` renaming fix address different issues." + }, + { + "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "New model code versus documentation updates for processors are not duplicates." + "reason": "Test/modeling fixes for Mistral4 and docs for audio/video processors do not share an underlying bug or implementation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "These are not the same change: one is model-specific bug fixing, the other is a model-creation skill PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to pass the same extra `cross_entropy` kwargs (`weight` and `label_smoothing`) through `fixed_cross_entropy`; they fix the same concrete bug and are merge-equivalent." + "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `src/transformers/loss/loss_utils.py` by exposing supported `cross_entropy` kwargs, and they plausibly collapse into one mergeable PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted duplicate pair (43251/43254) is well supported by the shared `loss_utils.py` edit and shared issue target 43240, and the other soft-edge rejections do not overstate similarity. The cluster characterization as mostly unrelated PRs is also supported by the listed diffs." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-similarity pairs. The lone accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and the near-identical `fixed_cross_entropy` kwargs fix. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -16586,7 +16619,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "7f37e71834fcb93ae91f3ab81798b0252fabb5dfea0cefccce65ad1df0abd942", + "prepared_review_unit_hash": "33484e151c7c9a6cc030101d7d47acae03c8c9c68319f28eb17dcd6284374aa0", "component_budget": { "node_count": 2, "item_count": 2, @@ -16608,18 +16641,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not the same change: one adds the base VibeVoice integration, while the other adds VibeVoice Realtime and additional tokenizer/feature-extraction pieces. Shared filenames reflect the same subsystem, not duplicate work.", - "confidence": 0.93, + "summary": "The two pull requests overlap on VibeVoice integration, but they are not duplicates: one is the base model implementation, the other adds a separate realtime/acoustic-tokenizer feature set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation and is the better representative of the cluster than the later realtime-focused extension.", + "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader core codepath; PR 42781 is a follow-up realtime extension with additional tokenizer/generation work.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it introduces the core model integration, docs, and auto-registry wiring.", + "best_pr_reason": "PR 40546 is the best representative of the main VibeVoice integration effort because it covers the core model addition rather than the narrower realtime variant.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Different underlying change: 40546 implements VibeVoice, while 42781 adds VibeVoice Realtime and related tokenizer/feature-extraction support. They touch overlapping files but not the same concrete bug or mergeable patch." + "reason": "Shared VibeVoice files reflect a common subsystem, but the change sets target different concrete features: core model support vs. realtime/acoustic-tokenizer functionality. They do not look like the same mergeable fix/change." } ] }, @@ -16649,7 +16682,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4ad4ae34e24f6dee3e60e33f812b00bff48f542c737e2be1fd1d6cb667559c01", + "prepared_review_unit_hash": "f70dc0e290948b9a3064ef8e59b07aad2328152c7a203ec3271799fc72cfd197", "component_budget": { "node_count": 2, "item_count": 2, @@ -16671,18 +16704,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated or clustered as the same change.", + "summary": "Two open PRs that add unrelated features in different model families: TimesFM covariate forecasting and DINOv3 image classification support. They are not duplicate changes and should be triaged separately.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the better standalone candidate: it is narrower, self-contained, and clearly targets one concrete capability addition for DINOv3 image classification.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: one adds covariate-aware forecasting to TimesFM, the other adds DINOv3 image classification support. They do not look mergeable into one PR and are not the same bug/fix." + "reason": "Reject: these PRs address different code paths and different models. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image classification support. They are not the same underlying bug or change and would not plausibly be merged into one PR." } ] }, @@ -16777,46 +16810,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "771256700e3448515692b8cc95d84cec66d98e727adbe10dbfe99534234a9c7b", + "prepared_review_unit_hash": "b24793b192df542ebc29cb4e69323ef1859e4d19143d5486cc889915ff4a8fba", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10429, - "estimated_input_tokens": 2608, - "estimated_eval_tokens": 5472 + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10429, - "estimated_input_tokens": 2608, - "estimated_eval_tokens": 5472 + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition efforts (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers integration boilerplate, but they do not describe the same bug or change, so no duplicate/merge is warranted.", + "summary": "All three PRs are separate model-addition integrations, not duplicates. The soft edges are based on shared Transformers boilerplate and docs, but each PR targets a different model family and code path.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR among these: each PR introduces a different model integration and changes different model-specific files.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the most complete and actively reviewed model-addition PR in the set, so it is the best representative if one must be chosen, but it is still not a duplicate of the others.", + "best_pr_reason": "PR #45630 is the most active and most complete-looking integration, so it is the best representative PR in this cluster; however, it is still a distinct Kimi2-6 addition, not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different model integrations with different model-specific files and code paths; shared auto-registration/docs boilerplate is not enough." + "reason": "DeepSeek OCR vs Isaac are different model families with different configs, model files, and tests; shared registry/docs edits are boilerplate only." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac vs Kimi2-6 are distinct model additions; they only overlap on common Transformers wiring, not the same underlying change." + "reason": "Isaac and Kimi2-6 are unrelated model additions. They touch similar Transformers registration paths, but not the same underlying bug or change." } ] }, @@ -16846,12 +16879,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9d18f724c64066a3188ebcf35a73cd036a231fc1112bd21d0d57c789cc01c39d", + "prepared_review_unit_hash": "e36c5eca9e1ae0ee6b8b4f3fbaf9a41183ff96b69d9e8f3b3ca691d774c0123b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16859,7 +16892,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16868,18 +16901,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two independent workflow-maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other upgrades docker/build-push-action and related workflow actions. They overlap in GitHub Actions files but address different action families and are not the same underlying change.", - "confidence": 0.92, + "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one is a broad GitHub Actions update for Node 24 compatibility, while the other is a separate bump of docker/build-push-action to v6 and other latest-action updates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader, more representative workflow-tooling upgrade and explicitly targets Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it captures the broader workflow-action upgrade theme and touches many of the same CI files; PR 42976 is a narrower, separate action-version bump focused on Docker-related workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best cluster representative because it spans more workflow files and captures the general GH Actions runtime compatibility migration.", + "best_pr_reason": "PR 42975 is the best cluster representative: its scope is broader, its title matches the shared maintenance theme, and its changes span multiple workflows rather than a single action family.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "These are different upgrades: #42975 updates checkout/cache/upload-artifact, while #42976 updates docker/build-push-action. Same subsystem, but not the same concrete fix and not something that clearly belongs in one merged PR." + "reason": "Overlap is at the general level of GitHub Actions maintenance, but the concrete changes differ: 42975 targets Node 24 compatibility across many workflows, while 42976 upgrades docker/build-push-action and a few other actions. They are not the same underlying bug/change and would not plausibly merge into one PR as duplicates." } ] }, @@ -16922,88 +16955,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "b28d53845c1daa33beba3ad11df7e18b78edf60589bd0113b937c067de5a341b", + "prepared_review_unit_hash": "6a4f499bd430bbe1fe7e8f72f90cc69bbf5a805c2f71583669b77cee4f7caff7", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23515, - "estimated_input_tokens": 5879, - "estimated_eval_tokens": 12014 + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23515, - "estimated_input_tokens": 5879, - "estimated_eval_tokens": 12014 + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of mostly unrelated model-addition PRs plus one distributed loading PR. The shared filenames and similarity scores are driven by repository templates and auto-mapping boilerplate, not the same underlying bug or change.", - "confidence": 0.96, + "summary": "This cluster is mostly superficial similarity: several unrelated model-addition PRs plus one distributed loading PR. They share scaffolding files like docs/toctree and auto-mapping code, but they do not describe the same underlying change or bug, so none should be deduplicated together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR adds a different model or subsystem change (ViT NEPA, Molmo, Molmo2, lfm2 audio, CTSM, PP-OCRv6, and native PP loading), so they are not duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "There is no strong global best PR for deduping because the items do not describe one common change; if forced to pick a representative, any choice would be arbitrary.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); similar docs/auto-registry edits are template overlap, not the same change." + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic scaffolding, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2) with distinct code paths and files; not the same underlying work." + "reason": "Different model additions for different architectures and codepaths; not the same underlying PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA model addition is unrelated to CTSM time-series model addition." + "reason": "ViT NEPA and CTSM are unrelated model additions with no shared bug or implementation target." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations with different implementations; they are related by naming, not by being the same PR." + "reason": "Both are model additions, but Molmo and Molmo2 are distinct model families/versioned implementations, not one fixable change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model families; overlap is only in shared framework boilerplate." + "reason": "Molmo and CTSM are different model implementations; overlap is only in shared registration/docs files." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions and do not fix or add the same code-path problem." + "reason": "Molmo2 and CTSM are unrelated model additions with different modeling and processing code." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio support and PP-OCRv6 text recognition are different model integrations with no shared concrete fix." + "reason": "Lfm2 audio is an audio model PR, while PP-OCRv6 is OCR/text recognition; these are clearly different changes." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Native pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; not mergeable as one PR." + "reason": "Pipeline-parallel loading support is infrastructure work, not the same concrete change as adding PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model addition and PP-OCRv6 recognition models are different changes in different subsystems." + "reason": "CTSM and PP-OCRv6 are different model families; shared registry/docs edits do not indicate a duplicate." } ] }, @@ -17040,70 +17073,70 @@ "pull_request:43665|pull_request:45892", "pull_request:44815|pull_request:45892" ], - "prepared_review_unit_hash": "a7144b309434a0cab1768e797298f5b8c7cc8f62ca61249e9241515cf6ce4ad5", + "prepared_review_unit_hash": "7f81db2fde889c0c135c9a8677c76b085daf72798857e1a84de7230602eeafa2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10131, - "estimated_input_tokens": 2533, - "estimated_eval_tokens": 5322 + "serialized_chars": 10136, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10131, - "estimated_input_tokens": 2533, - "estimated_eval_tokens": 5322 + "serialized_chars": 10136, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated PRs that all use generic \u201cfix\u201d wording. Two are test-only changes, one is a Whisper tokenizer/test change, one is a FP8 dequantization change, and one is a DeepSeek v4 attention fix. They do not look like the same underlying bug or change cluster.", - "confidence": 0.88, + "summary": "These are four unrelated pull requests that only loosely resemble each other because many are titled generically as \u201cfix\u201d. The only substantive code fix is the FP8 dequant/loading change; the others are a Whisper tokenizer/test adjustment, a pair of placeholder test edits, and a DeepSeek V4 attention/top-k correction.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out here; if one representative must be chosen, 44815 is the most substantive code fix and the broadest patch in the set, while the others are either test-only or different model-family bug fixes.", + "canonical_pr_reason": "No true canonical PR across the cluster; if one must be selected, PR 44815 is the most substantive and concrete code fix, while the others address different models or are test-only noise.", "best_issue_reason": null, - "best_pr_reason": "44815 is the best representative because it contains a concrete implementation fix across core loading and FP8 integration, whereas 43665 is test noise and 43291/45892 are narrower model-specific changes.", + "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it changes core loading/FP8 quantization code with a clear technical purpose; the other PRs are unrelated or not meaningful duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test edits; no shared underlying bug or code path." + "reason": "Different artifacts: Whisper tokenizer/test behavior vs CLIP/ViT test placeholders; no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding bug/test work is unrelated to FP8 dequantization and model loading." + "reason": "Whisper timestamp decoding/test changes are unrelated to FP8 dequant/loading logic." }, { "left": "pull_request:43291", "right": "pull_request:45892", "accept": false, - "reason": "Different subsystems and models: Whisper tokenizer vs DeepSeek v4 attention logic." + "reason": "Whisper decoding fixes and DeepSeek V4 top-k/casual attention logic are separate model-specific issues." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is clearly test-only/assert noise; 44815 is a real FP8 dequant fix, so they are not the same change." + "reason": "The CLIP/ViT PR is just placeholder test edits, not the same underlying bug as the FP8 dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:45892", "accept": false, - "reason": "Test-only CLIP/ViT edits are unrelated to the DeepSeek v4 model bug fix." + "reason": "Unrelated: placeholder model tests vs DeepSeek V4 attention bug fix; not mergeable as one PR." }, { "left": "pull_request:44815", "right": "pull_request:45892", "accept": false, - "reason": "Both are real fixes, but they target different code paths and model families; not mergeable as one duplicate PR." + "reason": "Both are code fixes, but they target different subsystems and distinct failure modes (FP8 dequant vs DeepSeek V4 top-k selection)." } ] }, @@ -17133,7 +17166,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "312df79426bba27e475205f3e76e6a7fa33b4f4d511d4932e1c6f19cea78a485", + "prepared_review_unit_hash": "8a3a4635a8d023b90dfb9487586f2c40f24ef8081125d122b2cd10b842b82bd6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17155,18 +17188,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one is a setup/version/dependency tweak, the other is a CI/workflow and testing-utilities change. The shared Vit test file looks incidental, not evidence of the same fix.", - "confidence": 0.98, + "summary": "These are both intentional '[don't merge]' PRs, but they target different areas: one tweaks packaging/versioning and a Vit test, while the other changes CI/workflow logic plus testing/utilities. They do not look like the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the more representative change set: it spans CI workflow and testing utility code, while 43488 is a small setup/dependency bump plus a test touch. Neither is a duplicate of the other.", + "canonical_pr_reason": "PR #43532 is the better representative because it is broader and more centrally about CI/test harness behavior, whereas #43488 is a smaller packaging/version/test-bot formatting tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the better cluster representative because it contains the broader substantive code-path change; 43488 appears to be a narrow bot/setup-oriented edit.", + "best_pr_reason": "PR #43532 is the more substantial exemplar in the cluster and has stronger discussion/review activity, but it is still not a duplicate of #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes. 43488 updates setup/versioning and adds a pytest dependency, while 43532 rewires CI/workflow behavior and touches testing utilities/notifications. The shared Vit test file is not enough to treat them as the same PR." + "reason": "Reject: the overlap is only a shared Vit test file; #43488 is about setup/version/dependency metadata, while #43532 modifies workflow and test infrastructure. They are not the same concrete bug/change and would not plausibly merge into one PR." } ] }, @@ -17196,7 +17229,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4f60e83b520119d58447bddf8120a30a53cc5926ac8b4e471c535f11ce084ac7", + "prepared_review_unit_hash": "df5183c79921782e4b6a112c23709d7bbd7e6c81649356ed1509b232b20077ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -17218,18 +17251,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are distinct feature PRs: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They overlap on shared pipeline/docs scaffolding, but they implement different pipelines, different model integrations, and different test suites, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share a pipeline/docs/test scaffolding pattern, but they target different tasks and model integrations, so they should not be collapsed as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If a representative PR is needed, #43613 is the broader/more complete feature addition, with more model integrations and a larger test surface.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No issue is present. #43613 is the better cluster representative because it spans the larger concrete change set and central pipeline registration work, but it is not a duplicate of #43612.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: they add different pipelines for different tasks (concept vs visual segmentation). Shared docs/registry files are just common scaffolding, and the implementation/test/model files are distinct, so they are not the same underlying change." + "reason": "Reject: different underlying changes. 43612 adds Promptable Concept Segmentation centered on SAM3, while 43613 adds Promptable Visual Segmentation with EdgeTam/SAM/SAM2/SAM3-tracker support. Shared docs/pipeline infrastructure is not enough to treat them as the same mergeable PR." } ] }, @@ -17259,40 +17292,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f95d398d7589f5073a33ef9c7d9ce2644d8bad37299db0481a9cf9d69edb973c", + "prepared_review_unit_hash": "82d29de3f6202cb713a648b8178b23604dbf121b6d8b98311cc8eea8573b0e3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer extension PRs touching different code paths in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT. They are not duplicates.", + "summary": "These are two different Trainer customization PRs touching the same file but fixing unrelated behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two changes address different behaviors and should not be merged as one duplicate candidate.", + "canonical_pr_reason": "PR #43651 is the better representative if one must be chosen: it addresses a concrete training behavior change with a clear bug-fix motivation and a self-contained code path in training_step.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other, so there is no global best PR for this cluster.", + "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster because it targets a specific runtime loss-scaling issue and has the clearest functional impact; PR #43663 is a separate refactor/extension point.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 alters training loss scaling during gradient accumulation, while 43663 adds an overridable helper for signature-column filtering. Shared file alone is not enough to treat them as the same bug or fix." + "reason": "They affect different Trainer subsystems and different code paths: #43651 changes gradient accumulation loss scaling, while #43663 changes how signature columns are computed for column filtering. Same file and soft similarity are not enough to treat them as the same underlying change." } ] }, @@ -17324,56 +17357,53 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "9635ed14b57f971fc1bc28589d67d341ab2c2172268a37be941ddc014316d5c5", + "prepared_review_unit_hash": "8f7c2cf65ef8a71657dd47c0bb085d1c77367ec8751047dd2cf989730021eaa0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5991, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5991, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is centered on a `serve.py` annotation-related `TypeAdapter` NameError. `43836` and `43842` are tightly aligned on the same tracker (`43824`) and the same concrete fix area, while `43656` is related but broader and aimed at a different issue target (`43576`).", - "confidence": 0.84, - "canonical_issue_reason": "`43824` is the clearest shared issue proxy because it is explicitly targeted by both `43836` and `43842`, and it matches the concrete `TypeAdapter` NameError in `serve.py`.", - "canonical_pr_reason": "`43842` is the best canonical PR because it is the most focused fix for the `TypeAdapter` NameError in `serve.py`, with a minimal change and an explicit link to the shared issue.", - "best_issue_reason": "`43824` is the best issue representative for the cluster because it is the common tracker for the most tightly matching PR pair and corresponds to the specific runtime failure being fixed.", - "best_pr_reason": "`43842` is the strongest representative PR: it directly and narrowly addresses the `TypeAdapter` import-time NameError in `serve.py` without adding the broader annotation cleanup present in `43656`.", + "summary": "Three open PRs all touch `src/transformers/cli/serve.py` and are related to TypeAdapter/typing fallout, but they are not the same change. The narrowest, most concrete fix is the pydantic-import guard in PR 43842.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused fix: it directly addresses the `TypeAdapter` NameError when pydantic is unavailable by moving the import under `TYPE_CHECKING` and stringizing the annotation. The other PRs are broader or tackle a different typing/runtime-annotation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the cluster because it fixes a single concrete runtime failure in the serve CLI with minimal scope and clear issue linkage. It is the easiest to merge independently without dragging in unrelated typing cleanup or refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related in the same file and both touch annotation evaluation, but `43656` targets a different issue (`43576`) and applies a broader `from __future__ import annotations`/annotation cleanup fix rather than the focused `TypeAdapter`-specific bug in `43842`. Not clearly the same underlying change." + "reason": "Same file and related symptom, but the fixes are not the same concrete change: 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards the pydantic `TypeAdapter` import. They would not naturally collapse into one PR." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same issue (`43824`) and address the same concrete `TypeAdapter` NameError in `serve.py`, differing mainly in how narrowly they express the fix. They are plausibly mergeable into one bugfix PR." + "accept": false, + "reason": "Shared issue target and subsystem are not enough here. 43836 appears to bundle a much larger `Serve` refactor plus typing changes, whereas 43842 is a narrow runtime NameError fix. Different scope and merge shape, so not a duplicate PR pair." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong on the soft edge for 43656 vs 43842. 43656 targets a different issue (`43576`), and its fix is broader (`from __future__ import annotations` plus wider annotation cleanup) than the focused `TypeAdapter`-specific change in 43842. The packet supports saying they are in the same file and plausibly related, but not that they clearly fix the same bug or are comfortably mergeable into one PR for the same bugfix. The 43836/43842 pairing is better grounded because they share issue `43824`, but the 43656/43842 accept is overstated." - }, - "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 }, @@ -17558,367 +17588,445 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "34a2a01bc9aad95611920483ea6b3b9ff708b495fa3e77d064cfd7d0a1ab79a5", + "prepared_review_unit_hash": "35a02b4726b65e0efeb5d21422f793a893ac04e47d340c8878cb85a933eb6d70", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors around issue #43979. The only true duplicate subset is GPT-J/CodeGen: 44066, 44085, and 44722 overlap on the same GPT-J output-tracing code path. The GPT-Neo pair is only thematically similar and should not be treated as a duplicate.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical PR for the duplicate subset because it is explicit about the shared issue, spans the shared GPT-J/CodeGen refactor, and is the broadest representative of the overlapping patch set.", - "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest representative overall: it directly covers the shared GPT-J/CodeGen output-tracing change and cleanly anchors the actual duplicate cluster.", + "summary": "This cluster is mostly a batch of model-specific refactors for standardized output tracing under umbrella issue #43979, not a set of true duplicates. The clear duplicate-like matches are the GPT-Neo pair and the GPT-J/CodeGen reroll pair; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43979 appears to be the umbrella tracking issue for the standardized output-tracing refactor across models, and most PRs in this cluster explicitly point to it.", + "canonical_pr_reason": "PR #44722 is the best cluster representative among the PRs here: it is an explicit #43979-linked GPT-J/CodeGen refactor and directly overlaps the earlier GPT-J/CodeGen refactor in #44066.", + "best_issue_reason": "As the shared tracker for this refactor wave, #43979 best represents the underlying work across the cluster.", + "best_pr_reason": "PR #44722 is the strongest representative of the repeated GPT-J/CodeGen output-tracing change, with direct overlap to #44066 and the broadest concrete code-path coverage among the near-duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; only the general output-tracing theme overlaps." + "reason": "Different model families and files; sharing the umbrella issue is not enough to make these the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations and different concrete refactors." + "reason": "Different model families and files; both are output-tracing refactors, but not the same concrete code path." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing code path with overlapping file changes; these could be merged into one PR." + "accept": false, + "reason": "Both involve GPT-J-related output tracing, but the evidence is not strong enough to treat them as the same PR change, especially with the title/file mismatch on 44085." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model code paths; same pattern, not the same change." + "reason": "Different architectures and implementations; same umbrella refactor theme only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); not mergeable as one concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and files; only a broad refactor theme matches." + "reason": "Different model families and files; same standardized tracing pattern, but distinct changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + "reason": "Different models and code paths; shared issue target alone is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Same output-tracing pattern, but different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; same refactor motif only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT is only a theme match, not the same bug or patch." + "reason": "Different models and files; these are separate output-tracing migrations." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "GPT-Neo pairing is only soft similarity; no shared issue target or concrete duplicate signal." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file set and look like rerolls/duplicates of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model refactors." + "reason": "Different model families (GPT-J/CodeGen vs GPT-Neo); not the same concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model scope; the overlap is just the standardized output-tracing pattern." + "reason": "Same umbrella issue, but different model code paths and separate refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths; not a duplicate change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete code paths." + "reason": "Different model families and files; only the output-tracing pattern matches." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model changes." + "reason": "Different model families and code paths; same issue target is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet share only the broad refactor style." + "reason": "GPT-Neo and ResNet are separate refactors in different model stacks." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate model code paths." + "reason": "ResNet vs MPT are unrelated implementations; not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model changes." + "reason": "GPT-Neo vs Flaubert/XLM are different code paths and not duplicates." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor is separate from the GPT-J/CodeGen duplicate set." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "Different models and files; same standardized tracing theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different concrete changes." + "reason": "MPT vs GPT-J/CodeGen are separate model-specific changes." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + "reason": "Different model families and files; not the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model refactors." + "reason": "GPT-2 vs MGP-STR are unrelated code paths; same general output-tracing theme only." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are not the same underlying change." + "reason": "Different model files and different model stacks; no evidence of one underlying change." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-2 and MGP-STR are different model implementations." + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families; same output-tracing modernization theme only." }, { "left": "pull_request:44085", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated concrete changes." + "reason": "The shared file name is not enough here; the metadata/title mismatch makes this too uncertain to merge as the same change." }, { - "left": "pull_request:44098", + "left": "pull_request:44068", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model code paths." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated refactors." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 refactor is unrelated to GPT-J/CodeGen output tracing." + "reason": "Different model families and files; not the same code-path fix." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT only share the high-level modernization pattern." + "reason": "GPT-2 vs MPT are separate model-specific changes." }, { - "left": "pull_request:44017", + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and files; only the issue target overlaps." + }, + { + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model refactors." + "reason": "CVT/FNet vs LongT5 are different model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "Different models and code paths; same issue target only." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44066", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and VisualBert are different model implementations." + "reason": "GPT-J/CodeGen vs LongT5 are unrelated changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate model changes." + "reason": "SegFormer vs MPT are different concrete implementations." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model code paths." + "reason": "TextNet vs LongT5 are separate model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and VisualBert share only the refactor theme." + "reason": "RegNet vs SegFormer are different code paths; same umbrella issue is too broad." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPNet and LongT5 are different concrete implementations." + "reason": "RegNet vs MPNet are distinct model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and LongT5 are not the same underlying change." + "reason": "MPT vs SpeechT5 are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model paths." + "reason": "SqueezeBert vs MPT are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and VisualBert are different implementations." + "reason": "RegNet vs LongT5 are separate refactors." }, { - "left": "pull_request:44044", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are not the same underlying change." + }, + { + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different model refactors." + "reason": "GPT-Neo vs SpeechT5 are different model stacks." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTaV2 and ViTS are not the same change." + "reason": "GPT-2 vs GPT-Neo are different model families and concrete implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44074", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and TextNet are separate model code paths." + "reason": "SegFormer vs VisualBERT are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are unrelated changes." + "reason": "GPT-2 vs MPT are separate changes." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model implementations." + "reason": "MPNet vs Flaubert/XLM are different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are only loosely similar refactors." + "reason": "SegFormer vs LongT5 are different concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPNet are different model code paths." + "reason": "ViLT vs Flaubert/XLM are unrelated model refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are unrelated implementations." + "reason": "VisualBERT vs Flaubert/XLM are different code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; these overlap enough to be merged into one PR." + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5 are separate model changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are different models and changes." + "reason": "MPNet vs LongT5 are unrelated implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and RegNet are different model refactors." + "reason": "CVT/FNet vs SegFormer are different model-specific changes." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model paths." + "reason": "CVT/FNet vs TextNet are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different concrete changes." + "reason": "SqueezeBert vs DeBERTa-v2 are separate model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated model implementations." + "reason": "DeBERTa-v2 vs TextNet are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor with direct file overlap; this is a true duplicate/overlap." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; this looks like a reroll/duplicate of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Despite shared GPT-J file overlap, the metadata is inconsistent and the evidence is not strong enough to merge them as one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs ViT-S are different model stacks; same tracing theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen are unrelated concrete changes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates the GPT-Neo pairing. In the packet, pull_request:44018 vs pull_request:44068 is only a soft-similarity match; there is no deterministic accept signal or shared issue target, so calling them a clear duplicate subset is too strong. The GPT-J/CodeGen duplicate claims are well supported, but the GPT-Neo verdict should be more conservative." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #43979 is a plausible umbrella issue, and the only clearly duplicate-like pairs are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen pair (44066/44722). The other soft-edge rejections stay conservative because they cross model families or lack enough evidence to treat as one concrete bugfix. " }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17953,14 +18061,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f1e620e090e23fda40c46d4d4eecda9d49a3128a880cb4ed434e7d2317f46c33", + "prepared_review_unit_hash": "e1357c3406fe648bc61fcb38129247bd776a4370a3c5624af98acbdf1914776f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, @@ -17975,48 +18083,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all variants of a standardized output-tracing refactor, but they touch different model implementations and code paths rather than the same concrete fix.", - "confidence": 0.89, + "summary": "This cluster is a set of model-specific PRs migrating different architectures to standardized output tracing/capture utilities. They are thematically related but not duplicate fixes for the same concrete code path.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative: it explicitly targets the standardized output-capture refactor, adds the new tracing hooks, and shows the core pattern used across the cluster.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a clear standardized output-capture refactor, and a substantial implementation in a single model code path.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best single exemplar because its title and diff most directly reflect the shared refactor theme and it includes both the decorator import changes and output-capture hook setup.", + "best_pr_reason": "PR 44129 is the best overall representative because it is the only item tied to an explicit issue and it clearly exemplifies the output-tracing migration pattern in a concrete model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families (FocalNet vs ImageGPT) and separate implementations; same refactor style, but not the same underlying bug or mergeable fix." + "reason": "Both are output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert vs TextNet; both migrate output tracing, but they modify different model code paths and are not one concrete change." + "reason": "Same broad migration theme, but VisualBert and TextNet are separate model-specific refactors with different code paths and tests/outputs." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model implementations; these are parallel refactors, not duplicate fixes." + "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated model code paths; this is not one mergeable duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different architectures and files, so they should not be merged as one PR." + "reason": "These are distinct per-model refactors; they share the utility migration pattern but not the same concrete behavior or code path." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert address different model internals; shared decorator imports do not indicate the same fix." + "reason": "RegNet and SqueezeBert are different models with separate output-handling implementations, so they are not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct code paths; the similarity is only the output-capture migration pattern, not a duplicate change." + "reason": "SpeechT5 has an explicit issue-driven refactor and different output-capture logic than SqueezeBert; same theme, but not the same fix." } ] }, @@ -18096,274 +18204,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "71cf12ecd24f9b0a0d704cceddddfbfcfbd0f5be6d298703ce86f7bed31080ba", + "prepared_review_unit_hash": "397536740f9cd7c6b8796fbc95662c7a6f781ca55c789256f9002c4a741fbb41", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40162, - "estimated_input_tokens": 10041, - "estimated_eval_tokens": 20338 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40162, - "estimated_input_tokens": 10041, - "estimated_eval_tokens": 20338 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar-but-independent output-tracing refactors across many unrelated model implementations. They share a naming pattern and plumbing changes, but not the same concrete bug or change.", - "confidence": 0.9, + "summary": "All items are model-specific \"refactor output tracing\" PRs with similar mechanics, but they touch different code paths and should not be deduplicated into one change set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative: it makes the most substantial tracing-related plumbing changes, adds output-capturing support, and spans two closely related model files (mamba/falcon_mamba).", + "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster: it applies the output-tracing refactor in a focused way across two closely related depth-anything files.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single representative of the cluster because it combines the core tracing infrastructure change with model-specific updates; the other PRs are narrower, mostly single-model refactors.", + "best_pr_reason": "PR 44025 is the best representative PR because it is cohesive, scoped, and clearly illustrates the recurring output-tracing migration pattern without extra cross-model noise.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; only the refactor theme is shared." + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for unrelated model architectures and distinct forward paths." + "reason": "Different model code paths (`timm_backbone` vs `vision_text_dual_encoder`); only superficially similar output-tracing cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same general plumbing theme, but not the same underlying bug or mergeable change." + "reason": "Unrelated model families (`timm_backbone` vs `univnet`); not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone and mamba/falcon_mamba are unrelated code paths; shared tracing terminology is not enough." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate implementations with different tracing changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and mechanisms; no common concrete fix." + "reason": "Different models (`timm_backbone` vs `rwkv`); similar refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models; both change tracing behavior, but not the same underlying issue." + "reason": "`mobilenet_v1` and `univnet` are unrelated targets; same helper adoption, not same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model implementations with distinct forward logic." + "reason": "Different model families and files; this is a shared refactor style, not a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; similar refactor pattern only." + "reason": "`mobilenet_v1` and `depth_anything` are separate model paths; not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNet V1 and vision encoder-decoder wrappers are unrelated code paths." + "reason": "Different wrapper models in different files; analogous refactor, not one bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures; no evidence of one concrete shared bug." + "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated models; same refactor motif but not the same fix." + "reason": "Separate models (`vision_text_dual_encoder` vs `univnet`); no shared concrete code-path issue." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different code paths and model types." + "reason": "Different model implementations with similar refactoring intent only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba are unrelated implementations." + "reason": "`vision_text_dual_encoder` and `mamba` touch different subsystems and fixes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models with no shared concrete bug." + "reason": "Different model families; same tracing helper, not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model families; only the refactor style matches." + "reason": "`univnet` and `upernet` are separate models; similar refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No common code path; one is UnivNet, the other is Mamba-family tracing." + "reason": "Different code paths (`univnet` vs `mamba/falcon_mamba`); not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different output-tracing implementations." + "reason": "`univnet` and `depth_anything` are unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths." + "reason": "Different models (`upernet` vs `rwkv`); shared helper migration only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UPerNet and Mamba-family changes are not the same underlying change." + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths with different tracing behavior." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing and SuperPoint tracing are unrelated implementations." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models and different refactor scope; no mergeable shared fix." + "reason": "`mamba/falcon_mamba` and `codegen` are different model families and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are different code paths; same theme only." + "reason": "`timm_backbone` and `codegen` are unrelated implementations; only the refactor theme matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated models." + "reason": "Different models (`univnet` vs `codegen`); not the same underlying bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Distinct models with distinct forward semantics." + "reason": "`upernet` and `codegen` are separate code paths; same helper adoption only." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated; not the same bug." + "reason": "Different model files and behaviors; not one concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper models and different call chains; only both are tracing refactors." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model code paths; analogous refactor, not duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated model families." + "reason": "Different wrappers and files; same output-tracing pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "No shared concrete problem; different model implementations." + "reason": "`depth_anything` vs `superpoint` are unrelated models." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different output-capturing changes." + "reason": "`depth_anything` and `rwkv` are separate implementations with different mechanics." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-related tracing and DPR tracing are separate changes." + "reason": "Different model families; not the same concrete change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are parallel but distinct code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models with no common underlying bug." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are sibling wrappers, but still separate files/code paths; not a duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Distinct architectures; shared tracing theme is too broad." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); same refactor style only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and implementation details." + "reason": "`vision_encoder_decoder` and `dpr` are different concrete implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths and model families." + "reason": "Different model code paths (`speech_encoder_decoder` vs `rwkv`)." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate models; not the same fix." + "reason": "Separate model families and files; not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV have unrelated forward logic." + "reason": "`superpoint` and `rwkv` are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models; no evidence of a shared concrete issue." + "reason": "Different code paths (`superpoint` vs `dpr`); only the helper refactor is shared." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated implementations." + "reason": "`rwkv` and `dpr` are different model families; not the same underlying bug/change." } ] }, @@ -18396,7 +18504,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "3f16e3926c01faf250a3a8aed226b646b1b464af9a03ececae777f6006bb1efb", + "prepared_review_unit_hash": "8bae6a0a97fee7fa9585b810ee880ac66ca3ca487de4eb9d13709526cb7ce728", "component_budget": { "node_count": 3, "item_count": 3, @@ -18418,30 +18526,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs, not duplicates. They share Transformers boilerplate (docs, auto registries, model package wiring), but each targets a different model family and code path: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS.", - "confidence": 0.98, + "summary": "These PRs are all model-addition work with similar Transformers boilerplate, but they implement three different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is broad infrastructure and docs, not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the best standalone representative of the cluster because it is a non-draft, substantial model integration with a dedicated conversion script and broad test coverage; however, it does not subsume the other PRs.", + "canonical_pr_reason": "No canonical PR: each pull request adds a different model and code path, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest overall example of a complete model-implementation PR in this set, but it is not a duplicate of the others.", + "best_pr_reason": "No single best PR for deduplication purposes; the shared files reflect standard model-registration scaffolding rather than one common fix or feature.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different concrete functionality: PenguinVL vs Voxtral TTS. The overlap is only shared framework wiring and docs, which is not enough to treat them as the same change." + "reason": "Both add new model integrations, but for different models (PenguinVL vs Voxtral TTS) with different implementations and tests. Shared auto/docs registration is generic scaffolding, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are model additions, but they implement different model families and code paths (PenguinVL vs DeepSeek-OCR-2). Shared auto-registration and docs are boilerplate, not duplicate evidence." + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions. The overlap in registration/docs files is expected for new model support and does not indicate one concrete bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations with different modalities and implementation details. They are not plausibly mergeable into one PR as the same fix/change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different model families and different functionality. They share Transformers plumbing files, but they would not plausibly be merged as one PR fixing the same code-path problem." } ] }, @@ -18471,12 +18579,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "04945a5ba076074e47e1e356f76ff4936fa82738d4af99bdbae2655ff9ca8f40", + "prepared_review_unit_hash": "dc4db01d63ddde9a0a638ae68e1df7845ecbff4a91d9090af3727df360aec968", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18484,7 +18592,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18493,18 +18601,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are conceptually related around module/kernel fusion, but they address different layers: one adds a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig and model-loading integration.", - "confidence": 0.84, + "summary": "These PRs are related in the same general fusion effort, but they are not duplicates: #44979 introduces a standalone Module Fusion API and tests, while #45363 wires kernel-config-driven n-to-1 fusion into model loading and integrations, plus an example. Different scopes and code paths.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation: it wires fusion through KernelConfig and model loading across multiple integration files, whereas #44979 is a lower-level API scaffold for module fusion.", + "canonical_pr_reason": "#45363 is the broader, more user-facing feature PR and appears to build on fusion concepts across multiple files; #44979 is a lower-level API foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of the cluster because it targets a specific fusion mechanism and concrete code paths; #44979 is broader infrastructure and not the same change.", + "best_pr_reason": "#45363 is the best representative of the cluster because it spans the actual end-user kernel fusion workflow, not just the underlying API layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related subsystem, but not the same underlying change: #44979 adds a general Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and model integration. They would not plausibly be merged as one PR." + "reason": "Related but not the same concrete change: one adds the module fusion API, the other implements KernelConfig-based n-to-1 fusion integration and an example. They would not be merged as one PR without conflating distinct layers." } ] }, @@ -18534,12 +18642,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "68467cf68eee70c106b636b9f24be93bb1bbefd9027d5d1e1d1f8556f01d9d00", + "prepared_review_unit_hash": "65b5055f83e5add8a70e63f4cf9e72a0344f8b831a038851ab7938d143f72908", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18547,7 +18655,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18556,18 +18664,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patch AttributeError in the same file and target the same issue; 45317 is the stronger representative because it includes tests and a fuller patch.", - "confidence": 0.96, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it covers the same fix as 45086 but adds test coverage and appears to be the more complete implementation.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also includes test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the best PR representative since it addresses the same concrete bug, is more complete, and is more suitable as the merged duplicate target.", + "best_pr_reason": "PR 45317 is the strongest standalone PR: same concrete bug fix, plus tests, so it best represents the underlying change for triage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs patch the same AttributeError in _patch_mistral_regex, touch the same code path/file, and are plausibly mergeable into one PR; 45317 is just the more complete version with tests." + "reason": "Same code-path bug in `_patch_mistral_regex`, same explicit issue target, and the diff is effectively identical aside from added tests; these are duplicative PRs that could be merged into one change." } ] }, @@ -18597,7 +18705,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "28bd75a0e7a00f69a785681104862b0b7acfdebcd6bea13f8389a5a0ffe9b692", + "prepared_review_unit_hash": "96d18958e03069d956cf2142fbceb72bff8a5fa9ee251b3303f907bc5b02424b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18619,18 +18727,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch NemotronH internals, but they are not duplicates: one is a refactor/conversion-mapping update for GraniteMoeHybrid compatibility, while the other introduces dedicated NemotronHDense/NemotronHSparse model variants, docs, and tests.", - "confidence": 0.91, + "summary": "Both PRs touch NemotronH internals, but they target different changes: #45115 is a conversion-mapping/refactor PR for NemotronH naming and inheritance, while #45569 is a broader architecture update that splits NemotronH into dense/sparse variants with docs, auto-mapping, and tests. They overlap in files, but not in the same concrete fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more representative change: it adds the new dense/sparse model split, documentation, auto-mapping updates, and tests, whereas #45115 is a narrower compatibility/refactor patch.", + "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates auto mappings, documentation, and tests, so it best captures the main refactor direction of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best standalone representative for the NemotronH work because it covers the actual feature/model surface change rather than only the conversion and inheritance refactor.", + "best_pr_reason": "PR #45569 is the best single representative because it covers the larger end-state model reorganization, whereas #45115 is a narrower supporting refactor around conversion mappings and class naming.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH files, but the concrete changes differ: #45115 focuses on conversion-key renaming and GraniteMoeHybrid-style inheritance, while #45569 adds separate dense/sparse model variants plus docs/tests. Same subsystem, not the same underlying change." + "reason": "Reject: they share NemotronH files, but #45115 is about checkpoint/conversion renaming and GraniteMoeHybrid-style inheritance, while #45569 is a broader split into nemotron_h_dense/nemotron_h_sparse with docs and tests. Different concrete changes, not one mergeable PR." } ] }, @@ -18660,7 +18768,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "fe64f2824af359f9044892150d7fa09c31366e290213da6c119c29dc143c9316", + "prepared_review_unit_hash": "8439aaed710fe5566579586317a744fe46e9e49503da8ed906f78991061ed2d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18682,18 +18790,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous model/config support, but they are not duplicates: one adds per-layer config plumbing, the other adds broader modeling/runtime support on top of that.", - "confidence": 0.82, + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer configuration support, while the other adds heterogeneous model/runtime support built on top of that config machinery. They share infrastructure files, but they are different changesets and could reasonably be merged separately.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more representative change: it covers heterogeneous modeling/runtime integration across cache, masking, model utils, and GPT-OSS code, not just config serialization/plumbing.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more central integration patch for heterogeneous support and touches both config and modeling paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the better cluster representative because it spans the end-to-end heterogeneous support path and subsumes the narrower config-only groundwork in #45333.", + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster since it spans the larger end-to-end heterogeneous model support work and has the wider impact.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same underlying change: #45333 focuses on per-layer config support, while #45332 extends that into model/runtime behavior. They are complementary pieces of a feature, not duplicate PRs that could be safely merged into one without losing scope separation." + "reason": "Related infrastructure, but not the same underlying change: #45333 focuses on per-layer config support, while #45332 implements heterogeneous model/runtime behavior. They could be split into separate PRs and are not duplicates." } ] }, @@ -18723,7 +18831,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "4aafcdcbd3673122ffdb763b4dc94f9ce85fb34f2c183204b43494bea4461a81", + "prepared_review_unit_hash": "0bfbe8f8674ce6b9b69ee3d33bb4a3f8af66dcbcb80ae42e95dd0e239d26a163", "component_budget": { "node_count": 2, "item_count": 2, @@ -18745,18 +18853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about type annotations/type-checking, but they address different changes: one is a broad typing sweep across many files, the other adds specific typing protocols/aliases for modeling utilities and PEFT-related code. They are related in theme, not duplicates.", - "confidence": 0.91, + "summary": "Both pull requests are typing-related, but they address different changes: PR 45415 is a broad type-checking sweep/config cleanup across many files, while PR 45425 adds new typing protocols/aliases and targeted modeling utils support. They are not the same underlying fix and would not plausibly be merged as one PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader repository-wide typing sweep and is the better representative if this cluster is grouped by topic, but it is not the same concrete change as 45425.", + "canonical_pr_reason": "PR 45425 is the more focused, code-level typing change; PR 45415 is a broader repository-wide type-checking sweep and config adjustment.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more focused, concrete typing-infrastructure change; it is a better standalone representative than the broad type-check cleanup in 45415, but still not a duplicate of it.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing abstractions used by runtime code, whereas PR 45415 is mostly enabling/cleaning type checking across many files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a broad type-checking pass while 45425 adds specific protocols/aliases for different code paths; they do not fix the same underlying bug or change." + "reason": "Same broad area (typing), but different underlying changes: one is a large type-checking sweep/config relaxation, the other adds new typing protocols and helpers. Not the same bug or fix path." } ] }, @@ -18778,71 +18886,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-4", + "cluster_id": "cluster-45487-3", "nodes": [ "pull_request:45487", "pull_request:45817", - "pull_request:45836", "pull_request:45843" ], "soft_pairs": [ "pull_request:45487|pull_request:45843", - "pull_request:45487|pull_request:45836", - "pull_request:45817|pull_request:45843", - "pull_request:45836|pull_request:45843" + "pull_request:45817|pull_request:45843" ], - "prepared_review_unit_hash": "ba76cf9517786da69ba67cd2809dc680236c43e87c97904d7d3543c5798ae770", + "prepared_review_unit_hash": "6a0dd8435d73c0ff795768540c625ac35ab3e6926d3b929fc47c671c99ee5377", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 10388, - "estimated_input_tokens": 2597, - "estimated_eval_tokens": 5450 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 10388, - "estimated_input_tokens": 2597, - "estimated_eval_tokens": 5450 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all loosely about model-parallel or model-related test issues, but they target different models and different failure modes. They should not be deduplicated into one change.", - "confidence": 0.92, + "summary": "These are three separate model-parallel fix PRs for different models, not duplicates of the same change. The shared theme is broad, but each patch addresses a model-specific code path.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45843 is the best representative because it contains substantive source changes for a real model-parallel fix, while the others are either different model families or test-skips only.", + "canonical_pr_reason": "PR 45817 is the clearest representative: a focused Gemma4 model-parallel fix with concrete device-placement/no-split-module changes and substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "PR 45843 is the strongest standalone PR in the set: it fixes a concrete model-parallel implementation issue in DeIMv2 and is broader/more central than the test-only or model-specific fixes.", + "best_pr_reason": "PR 45817 is the best overall representative because it is self-contained, clearly scoped, and directly fixes a concrete model-parallel bug rather than bundling multiple model-specific tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both mention model parallel, but they fix different model families and different code paths (AltCLIP/ChineseCLIP token type handling vs DeIMv2 backbone no-split propagation)." - }, - { - "left": "pull_request:45487", - "right": "pull_request:45836", - "accept": false, - "reason": "45487 is a source-code model-parallel fix; 45836 only skips failing tests for MiniCPM-V 4.6/Qwen3.5 cache compatibility. Not the same change." + "reason": "Both are model-parallel fixes, but for different architectures and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Same broad theme, not the same underlying bug." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 and DeIMv2 are unrelated implementations; these are separate model-parallel bugs, not one shared underlying defect." - }, - { - "left": "pull_request:45836", - "right": "pull_request:45843", - "accept": false, - "reason": "One is a test skip for invalid quant-cache coverage, the other is an implementation fix for model parallelism. Different underlying issues." + "reason": "Gemma4 and Deimv2 have distinct model-parallel implementations and fixes; the patches are not plausibly mergeable as one change." } ] }, @@ -18872,7 +18965,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3667855bcea49dca5032169456bd7a1909d91eabe8b34f76490abc2d0cb844af", + "prepared_review_unit_hash": "f0eb19616603f98abd7acba26d9e7a15e608dc423d049e4aa5869ce104e0de23", "component_budget": { "node_count": 2, "item_count": 2, @@ -18894,18 +18987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch expert-parallel loading, but they fix different failure modes: one targets Accelerate/DeepSpeed ZeRO-3 config handling, the other targets FSDP2/rank-0 broadcast overwriting experts. They are related in subsystem, not the same underlying change.", - "confidence": 0.91, + "summary": "These are related to expert parallelism loading, but they fix different failure modes and code paths: one is about preserving/discovering EP config during Accelerate + ZeRO-3 loading, the other about preventing expert params from being overwritten during FSDP2/rank-0 broadcast. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical PR because it addresses a concrete overwrite bug during EP model loading with broader code-path coverage and a clearer end-to-end fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best representative of the cluster since it fixes a specific runtime corruption issue in the loading path, whereas #45548 is a narrower config/launch integration fix.", + "best_pr_reason": "45662 is the more concrete fix for a specific loading bug in the model-loading path, with direct code changes to post-shard wrapping and related EP handling.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, while #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. Different concrete bugs and different code paths." + "reason": "Different underlying bugs and fixes: serialization/config handling for Accelerate + ZeRO-3 vs. param overwrite during FSDP2 broadcast. Shared subsystem alone is not enough to merge them." } ] }, @@ -18935,40 +19028,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e4d0fad74a13f12cbf26e2b5211882bb31651573dbade4a13548f2e743e1598e", + "prepared_review_unit_hash": "aee4c1b5f3bfa37728258a5d0f9271a87a2beae1c4e67b2a0b48777feb1bc9c0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision in testing debug logs; PR 45645 is the broader, more complete change and subsumes the narrower 45639 fix.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe logging fix in testing_utils plus the CI workflow adjustment needed to consume multiple captured_info files.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 most fully represents the underlying change: it fixes the collision, preserves debug log collection in CI, and covers the same affected paths as 45639.", + "summary": "Both PRs target the same xdist-related captured_info collision problem tied to issue #45561. PR #45645 is the broader, more complete fix and likely subsumes #45639\u2019s library-side change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45561 is the shared explicit target for both PRs and appears to be the single underlying bug they address: xdist-safe handling of captured_info debug artifacts.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the testing_utils fix plus CI workflow changes to aggregate multiple captured_info files, making it the more complete end-to-end solution.", + "best_issue_reason": "The issue is a clear shared tracker for the same bug, so it is suitable as the canonical issue for both PRs.", + "best_pr_reason": "PR #45645 is the strongest representative because it covers both the code-path fix and the artifact-consumption path in CI, whereas #45639 is only the smaller library-side portion.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for captured_info/debug logs. 45645 directly incorporates the same fix and adds the workflow follow-up, so they could plausibly be merged into one PR." + "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 appears to extend and subsume the fix in #45639, so they are duplicate/superset candidates." } ] }, @@ -19127,12 +19220,12 @@ "soft_pairs": [ "pull_request:45858|pull_request:45890" ], - "prepared_review_unit_hash": "6e3fb1ec61a4376dc12129a1db8ff42f107e2641bbbb7194020f031c654f1640", + "prepared_review_unit_hash": "a15a8f282ec0e52451b9175c8339db12bc4921033323952d4470bd258c1ea078", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4140, + "serialized_chars": 4139, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19140,7 +19233,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4140, + "serialized_chars": 4139, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19149,18 +19242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are XPU test-expansion changes, but they target different model test files and different concrete expectations, so they are related in theme but not duplicates.", - "confidence": 0.93, + "summary": "Both PRs are model-specific test expectation updates for XPU, but they target different models and different test files, so they are not duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear duplicate representative here: each changes a different model test and adds distinct XPU expectations for a different code path.", + "best_pr_reason": "PR #45890 is the better representative because it adds an XPU-specific deterministic guard plus expectations in a self-contained model test; #45858 is similarly scoped but for a different model, so neither subsumes the other.", "soft_edge_verdicts": [ { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "They both add XPU expectations, but for different models/tests (hy_v3 vs exaone4_5) and different expected outputs. This is a shared testing pattern, not the same underlying bug or change, and they would not plausibly be merged into one PR." + "reason": "Different model families and different test files; both are XPU expectation updates, but they do not fix the same code-path problem and would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 5be1ef8330fbeb510390abc3552a3230bce39e3b..05e9c9fde8e4e1e32e1c3f3eddafb58d6c4d2d1f 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260511t120023z", + "analysis_id": "hybrid-model-20260511t180035z", "archived_artifacts": { - "hybrid": "snapshots/20260511T120023Z/analysis-runs/hybrid-model-20260511t120023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260511T120023Z/analysis-runs/hybrid-model-20260511t120023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a219695548da0ceb07178fb5a96227d96a17c5bb --- /dev/null +++ b/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19268 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260511T180035Z", + "generated_at": "2026-05-11T18:08:15Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "7d84f1fbd8936e94fa9a48cec974049e4b6fa203f37cfeb08274c64d8e2ab352", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster: the three issues concern different problems (Tapas tokenization mismatch, private-model auth/error messaging, and inability to load bert-base-uncased). The soft similarities are too broad to justify merging.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the broadest and most user-visible model-loading failure and has the most discussion, so it is the best representative only if a single issue must be kept; however, it is not the same bug as the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization discrepancy in Tapas vs TensorFlow code is a different bug from a generic bert-base-uncased loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is an auth/download UX issue, not the same underlying model-loading defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45874" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43716|issue:45685", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290" + ], + "prepared_review_unit_hash": "4ab8da4548c6136e03f3ed25fd5a0e0cd7e1c4e28c106da0be296d3549df85dc", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48321, + "estimated_input_tokens": 12081, + "estimated_eval_tokens": 24418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clear duplicate pair is issue:43596 \u2194 issue:43638, both describing the same DeepSpeed ZeRO-3/BERT zero-size index-out-of-bounds failure. The other soft links are surface-similar but do not have enough evidence to merge as true duplicates, especially the mask-shape mismatch reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it states the narrow ZeRO-3/BERT index-out-of-bounds bug most clearly and matches issue:43638 on the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest representative of the cluster because it is the clearest anchor for the one confirmed duplicate pair and is more specific than the broader neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths and errors: AMD GPU failure vs MPS histogram kernel not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug classes: image preprocessor/model dtype mismatch vs GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: GPU runtime error vs invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT export error and Qwen3MoE FP8 failure are different model-specific issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure vs cudaErrorAssert during auto device mapping." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 topics." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failure modes: export issue vs GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError vs device-map mismatch; similar wording but different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT zero-size index error and mask-shape mismatch are different failure signatures." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/BERT index-out-of-bounds and mask-shape mismatch are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError vs GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask mismatch vs Qwen3.5/TRl embedding unpacking are different stack traces and triggers." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue and ModernBERT export error are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but collective mismatch and zero-size index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; titles and error text align closely." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch vs GPT-OSS tensor-parallel loading are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug vs LoRA merge/save/reload inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems with no shared underlying bug shown." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing issue vs mask-shape mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "2-D weight error and collective mismatch are different DeepSpeed-related failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP bug vs custom trainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in preprocessing vs invalid method call on a different model." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM sliding-window issue and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but device mismatch and reverse embedding lookup are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing issue vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram kernel error are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call path vs Qwen3.5/TRl embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but on different models and loading paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs cleanup topics and different removed v5 references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and video StopIteration are different model-specific failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram kernel not implemented." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer-argument mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing issue vs GenerationMixin import breakage." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and mask-shape IndexError are different failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/context differs enough to keep them separate." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: return_all_scores mention vs removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window/vLLM issue and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failures on different models with different symptoms." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs checkpoint-loading implementation issue are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load issue and corrupted checkpoint are different failure causes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Related model names but different sliding-window bugs and error surfaces." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch vs ZeRO-3/BERT zero-size index error are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility vs pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/BERT index error and torch/transformers compatibility issue are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime/load issue vs pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but the concrete failures differ." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM config issue and Gemma4 device-map mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure vs MPS histogram kernel error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates the evidence. The packet supports one clearly similar duplicate pair, issue:43596 \u2194 issue:43638, but it does not show a second true duplicate pair for the mask-shape mismatch issues. Several rejections are appropriately conservative, but the claim that \"only two pairs look like true duplicates\" is not grounded in the provided soft-pair data." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054" + ], + "prepared_review_unit_hash": "cdd922facfff498c8bb0063da0fef50144165f456446b01473460b9066578b83", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37495, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped by weak lexical similarity. The only clear duplicate cluster is the Transformers v5 non-persistent buffer corruption regression (`43644` / `43950` / `44534`); the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "`43950` is the best canonical issue for the real duplicate set because it states the regression most explicitly (`from_pretrained` corrupts non-persistent buffers) and cleanly subsumes `43644` and `44534`.", + "canonical_pr_reason": null, + "best_issue_reason": "`43950` is the strongest representative of the cluster\u2019s actual shared bug: a v5 regression corrupting `register_buffer(persistent=False)` state during load.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different problems: a model-specific processor/load failure versus a compiler error about non-template nodes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: version compatibility between torch/transformers versus a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors under ZeRO-3, but the reported symptoms and code paths differ too much to treat as the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "One is a vLLM loading failure for PaddleOCR-VL; the other is a request for GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "A missing config field after v5 update is not the same as a pydantic model-field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM behavior and tied-weights handling are different code paths and different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is distinct from a tensor-parallel support issue in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to the pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are different feature areas and failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage is a different issue than a torch/transformers version incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "A sliding-window bug in Qwen3-MoE is unrelated to the v5 pydantic config-field problem." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "These are different runtime errors in different subsystems; only superficial similarity exists." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both mention index errors with ZeRO-3, but one is a mask-shape mismatch while the other is an empty-tensor load failure." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one reports poor embedding quality while the other reports nonsensical AutoModel/pipeline outputs; not clearly the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "A missing TensorFlow backend check and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same underlying problem." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to Qwen3.5 input embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `weight must be 2-D` and TRL embedding unpacking failures are different code paths and different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a cache-path collision for local leaf directories and the other is wrong-module loading after save/load; too distinct to merge." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and don\u2019t clearly describe the same concrete regression." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback selection are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crashing on `linear_attention` is unrelated to tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA-indexer discussion and a docs typo are not the same underlying change or bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are different quantization/attention issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed run-command doc issue are just documentation-level differences." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and an invalid model method call are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and an NVFP4 runtime error do not point to the same fix." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers get corrupted/junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Clear duplicate: both report the same non-persistent buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "A Qwen-3-8B-NVFP4 runtime error is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and poor SigLIP2 text embeddings are related only by model name, not by the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet. The canonical/best issue choice is supported by the titles and descriptions, and the only accepted soft-edge pairs are the clear non-persistent-buffer regression duplicates (`43644`, `43950`, `44534`). The remaining pair rejections are phrased conservatively and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:43975|issue:44451", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43742|issue:45399" + ], + "prepared_review_unit_hash": "687b549a922000cb982914a9a7330d21a686f0bfbfda5dc64f387063d4daf7b8", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37385, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster of Transformers issues. The only clearly duplicate soft edge is the docs cleanup pair; the SigLIP2 pair is thematic but not strong enough to merge as a duplicate from the titles/evidence shown.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is still the best umbrella representative: it captures the broad v5-era remote_code/loading regression theme that overlaps with several nearby reports, even though it is not a true duplicate of most items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue candidate because it is the broadest, most central report in the cluster and best represents the common version-related loading breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs and code paths: autocast dtype mismatch vs Flash Attention/position_ids handling." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg mismatch vs ZeRO-3 loading index error; unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Missing import/export for AutoImageProcessor vs torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; not the same defect." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility vs missing Float8 storage object; different backends." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression vs tokenization changes; different underlying behavior." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but zero probabilities and degraded embeddings are not clearly the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a Flash Attention crash from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures for different models and code paths." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs int4 quantization memory regression; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Only a thematic SigLIP2 match; the titles point to a generic quality complaint vs a specific HF-vs-JAX implementation discrepancy, so duplicate status is not established." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model; not duplicates." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code is a specific config-return bug, not the same concrete failure as the broader remote_code breakage report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs flash_attn import KeyError; unrelated subsystems." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression vs AMD GPU support failure; different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise vs model-specific loading failure; not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior vs MoE training memory usage; related area, different bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both loading-related, but one is a model load failure and the other is a missing attribute during weight tying." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash vs Qwen3 MoE LoRA compatibility; different models and code paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs GLM5 issue; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 MoE/LoRA, but one is a cross-version incompatibility and the other is a warning; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization regression vs specific model loading failure; different defects." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op limitation vs Gemma4 device mismatch during forward; separate failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model class import vs bitsandbytes Int8Params constructor error; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions vs Gemma4 PLE device placement bug; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping helper failure vs remote_code loading breakage; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE vs Gemma4 device mismatch; different issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regression vs Kimi-K2.5 tokenizer regression; different model and mechanism." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup problem: outdated pipeline-task references removed in v5." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight bug in Mistral3 vs non-persistent buffer corruption in from_pretrained; different loading semantics." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load key error vs flash-attn fallback checks; different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is reasonable and conservative, but one soft-edge verdict is too strong for the evidence available: `issue:43054` vs `issue:43493` is only a plausible thematic match (both SigLIP2-related), not clearly the same bug/PR from the titles and packet alone. The `issue:43827` vs `issue:44509` duplicate call looks grounded, but because at least one accepted pair overstates the evidence, I can\u2019t accept the full evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:43950|issue:45325" + ], + "prepared_review_unit_hash": "bd8b4a64c8d9c33d48f446448a2cc8ef9777966c29b00b71ee854c69b1a2ac3f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports across transformer subsystems, with only a few clear duplicate pairs: the `_is_hf_initialized` TypeError, the mask-shape IndexError, and the custom model initialization regression.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44291 is the most explicit root-cause report for the `_is_hf_initialized` failure, naming the exact TypeError and the `init_empty_weights`/transformers 5.x context that matches issue:43872.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is well-scoped, clearly describes the underlying bug, and is the strongest representative issue among the clustered reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a Whisper loading/runtime failure and the other is a fbank feature-extraction problem; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "One is a Qwen3MoE + FineGrainedFP8Config failure; the other is a broad remote_code regression across recent transformers versions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 training on a non-pretrained Bert model is unrelated to a Gemma4 device-mapping/PLE forward mismatch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying TypeError around unexpected `_is_hf_initialized` during model loading; one report is just a more explicit formulation of the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3 weight loading, but they target different Qwen variants and the reported missing-weights symptoms are not clearly the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: FineGrainedFP8Config/Qwen3MoE versus bitsandbytes `Int8Params` construction." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but for different models and different failure surfaces; not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but the titles point to different model families and likely different root causes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen and training/deepspeed, but one is missing weight conversion and the other is gradient averaging under GAS; distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer `compute_loss` signature mismatch is unrelated to a tensor mask shape mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention/3D-position logic, but one is a NaN/SDPA fallback issue and the other is an AttributeError on `s_aux=None`; different bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during loading is unrelated to CLIPTokenizer's `model_max_length` behavior." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch; these are duplicate manifestations of the same IndexError." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model loading failures for different checkpoints; no evidence of the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but they affect different model families and report different failure mechanisms." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to image processor handling of void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is a different forward-path bug than the device mismatch with `device_map='auto'`." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 cross-track embedding leak is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are different issues." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different Qwen/Bamba attention failures: one is SDPA + torch.compile, the other is Qwen3.5 flash-attention position-id handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "A video StopIteration regression is unrelated to an MPS histogram integer-type limitation." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL import and `torch.device('meta')` loading breakage are separate model-loading issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5.0.0 regression breaking custom model initialization; the notebook mention is just a usage context." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 issues are unrelated to generic model loading with `torch.device('meta')`." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime problem is not the same as GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3-VL/video, but one is a video input StopIteration regression and the other is an embedding-unpacking failure with trl SFT trainer." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Buffer handling in `from_pretrained()` is unrelated to Qwen2.5-VL rope-index scaling for still images." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by the issue titles and descriptions, and the rejected pairs are framed as likely distinct bugs without overstating certainty. No PR-mergeability concerns apply here because this packet contains issues only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "4c8baf74733501f0bf2dcf2210c5b5191d701480ad23d9aa9258eb6701965c33", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37782, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; only a few soft pairs look like true duplicates or the same regression. The clearest overlaps are SigLIP2 output regressions, the v5 non-persistent-buffer junk issue, two BERT model-load failures, and the resize_token_embeddings propagation bug in Gemma/T5Gemma.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans many unrelated regressions; if one anchor is needed, issue 42491 is the strongest candidate due to its detailed repro and broad hf4.x\u2192main compatibility context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42491 is the best overall anchor: it is detailed, reproducible, and captures a concrete Transformers v5 compatibility break with a widely used Qwen3 MoE path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: tokenizer-mapping failure vs Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 base/pipeline output corruption for the same model family and likely the same regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: StopIteration in video embedding vs mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they are different model/config failures without enough evidence of one concrete duplicate bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 indexing failure is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel ZeRO-3 empty-shard IndexError is not the same as the tokenizer-mapping new-model failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug and tensor-mask shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload, but one is dequantized-model loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both touch SigLIP2, but one is bad inference output and the other is a docs example with multiple distinct failures." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 issue and Qwen3.5 flash-attention generation issue are different models and symptoms." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is a different bug from Granite token-id regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and save_pretrained visual-encoder keys are separate Qwen3.5 issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are model-load failures for specific BERT checkpoints on current Transformers and appear to be the same loading regression." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert is unrelated to FineGrainedFP8Config failure." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume max_steps math and SGD args not used are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different problems." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 loading failure is not the same as mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash loading are different issues." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but 39692 is a documentation-example failure with extra quantization issues, not the same concrete bug as the output-regression report." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantized offloading behavior are not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-load regressions affecting different models." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate v5 regressions." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE memory usage and int4 CUDA reserved-memory OOM are different memory regressions." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention packed-sequence misinterpretation and s_aux=None AttributeError are different code-path failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE loading regression is unrelated to resize_token_embeddings output_embeddings propagation." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to the model\u2019s output/input embedding layers in closely related Gemma/T5Gemma implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Overall grounded and conservative. The only minor wording issue is to avoid unsupported phrasing like \"widely used\" or \"detailed, reproducible\" unless you can point to the issue body; otherwise the soft-pair verdicts and cluster summary look appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823" + ], + "prepared_review_unit_hash": "605e66edac7bb0768e9fd35c7bd084f550d000fad4ef100fed29d96c13797efd", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38197, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one duplicate pair is well supported in this packet: the Gemma4 `resize_token_embeddings` regression (`45276` \u2194 `45292`). The nearby Transformers 5.0.0 custom-model initialization issues are not supported here as a duplicate pair and should not be claimed as such.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45276 is the best canonical issue because it gives the broader Gemma4 `resize_token_embeddings` failure, explicitly covering both `embed_tokens_per_layer` and `output_embeddings`, while 45292 is the narrower variant.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest overall issue candidate for the supported duplicate pair because it describes the broader symptom set and subsumes 45292.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load failures, but they describe different bugs: `extra_state` handling vs unexpected `_is_hf_initialized` in `init_empty_weights`." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention `lm_head` tying, but they affect different model families and different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device-mapping CUDA assert vs AudioFlamingo3 batched inference token leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading complaints, but different checkpoints with no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regression are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different areas entirely: SigLIP2 documentation errors vs a GLM5 model issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: PEFT LoRA gradient checkpointing behavior vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory themed, but one is offloading behavior and the other is an int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and bugs: sparse layer creation vs Gemma4 FSDP2 shared-kv-state rebuilding." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model failures: per-layer shared-kv-state bug vs missing `text_config` unwrap." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5-MoE problems: attention state rebuild vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/runtime failures, but the concrete bugs differ: unexpected init argument vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different device-related bugs: embedding/token leak between tracks vs Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: int4 memory growth/OOM vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading/saving issues, but they concern different models and failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized model loading issues, but they target different models/quantization paths." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad gradient-checkpointing area, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and Strix Halo mmap OOM are different underlying bugs." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms: Qwen3_5 recurrent-state reset vs generic GLM5 issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression; 45276 is the broader Gemma4 report and 45292 is the narrower duplicate focused on `output_embeddings`." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Related save/load area, but different problems: read-only permission propagation vs wrong custom module loaded after `save_pretrained`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated: eval-mode gradient checkpointing restriction vs RLHF NaN / SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different save/load and memory issues with no shared root cause." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both mention training/custom behavior, but they are different bugs: custom-model init in notebooks vs `resume_from_checkpoint` max-steps calculation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and failures: video input regression vs strict config loading of `granite_speech`." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different attention-path bugs: `s_aux=None` flash-attention crash vs Gemma4 shared-kv-state rebuild." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are `resize_token_embeddings` complaints, but they affect different model components and do not clearly share one bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook/custom-model initialization regression and `extra_state` save/load handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different loading failures for different checkpoints and execution paths." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but the titles indicate different checkpoints and no shared root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to the specific autocast dtype mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to tokenization changes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different low-level failures: missing Float8 storage object vs mmap/OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The Gemma4 resize_token_embeddings pair looks grounded, but the summary overreaches on the Transformers 5.0.0 custom-model initialization claim: the packet does not provide a supported duplicate pair for that bug, and the listed soft pair for nearby issues was rejected. Please keep the summary limited to what the packet actually supports and avoid asserting an additional true duplicate without evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "3dec5884f03e9d20aa7f1914a837c8fd580a25685b8377d87b926622b61eedf0", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37642, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5 regression issues, mostly around model/tokenizer loading and initialization, but the soft pairs generally point to different concrete failures rather than the same underlying bug.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, centered on v5 breakage in model loading with a clear generic symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is a strong anchor for the cluster because it describes a reusable v5 model-loading regression and is closer to the recurring theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but they concern different models and different failure modes (shape mismatch vs checkpoint incompatibility)." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 model initialization/loading regressions, but one is base_model_prefix loading and the other is notebook custom-class initialization; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version compatibility and Gemma4 device-map forward mismatch are different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and symptoms: cache group-type handling vs template compilation error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A framework version incompatibility is not the same as a multimodal dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline/task deprecations and are not the same change." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation/resolution failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev0 regression on MoE models and the other is a specific weight-shape mismatch; not clearly the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to a generic mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A model producing bad outputs is different from ModelOutput key assignment behavior." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction changes are different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality on a model is not the same as gradient checkpointing being ineffective with LoRA." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta do not match." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are separate serialization/config issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer method conflict and gguf_file loading failures are different tokenizer/model-loading bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on newer torch versions are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM avoidance on Strix Halo." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for est-roberta and Mistral regex patching fail in different tokenizer code paths." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement bug in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crashes are unrelated tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same as a runtime special-token/post-processor update bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer loading failure for one model is not the same as a multimodal config-loading failure for another." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Multimodal dtype mismatch and template compilation error do not share a concrete code path." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in feature extraction and _torch_extract_fbank_features issues are related in area but not evidently 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": 2, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "7f02c409a302593a65e150ced39e40f3c9dfb3ab9353453310fdc1d4018d75b6", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct regression/compatibility reports across different model families and APIs. A few are thematically related (especially around Transformers v5 model-loading and initialization), but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s recurring v5 initialization regressions, so it is the best single anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 most clearly captures a central, reusable regression theme (custom model initialization breaking in v5) and is more general than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different symptoms (missing all_tied_weights_keys vs failing to load a specific BERT checkpoint)." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "These are unrelated failures: missing fields from trust_remote_code config loading versus a PagedAttentionCache/group-type crash in Qwen3.5." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting not updating and Qwen2.5-VL IterableDataset multi-image failure are different code paths and bug classes." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer class construction error and Qwen3Moe FP8 config failure are unrelated issues despite both being loading problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are distinct processor bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral grouped_mm and template-node compilation errors are separate compilation failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they affect different checkpoints and likely different root causes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file API breakage and Qwen2.5-GGUF loading failure overlap in area but are not the same concrete failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different model/runtime bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu+cpu offload loading of dequantized models and Qwen2.5-GGUF v5 loading failure are different loading paths with different symptoms." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index temporal scaling bug are unrelated model logic issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and notebook custom model initialization breakage are separate regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading/serialization in v5, but one is an attribute error on a model class and the other is a tokenizer load failure for a specific checkpoint." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both mention v5 loading failures, but they are different artifacts and likely different breakpoints (model vs tokenizer, different checkpoints)." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are not the same bug or code path." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight-tying bug in Mistral3ForConditionalGeneration and inconsistent lm_head serialization are related only by weights, not the same failure." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and MIMI batched-vs-single padding-mask mismatch are unrelated processor/encoder bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffers filled with junk are both v5 regressions but distinct issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model size mismatch are different vision-model problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook model initialization breakage and junk-filled non-persistent buffers are separate v5 regressions, not one bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and Mistral regex patch crash are unrelated; one is UX/noise, the other is an AttributeError in tokenizer patching." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-input ValueError are different multimodal loading/processing failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug and DAC STE mismatch are both model correctness issues, but on different models and mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compile failure are unrelated errors in different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific BERT model and crashing in fix_mistral_regex are different tokenizer-loading failures with different roots." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features and compiled flex_attention on torch>=2.9 are different low-level failures." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for a checkpoint and Mistral tokenizer regex patch crash are separate issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness in general and the other incorrect visual-encoder keys specifically." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo to avoid OOM are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are different tied-weights problems with different triggers." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and init_empty_weights unexpected _is_hf_initialized argument are separate v5 compatibility issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special keyword conflict and model loading failure for physical-intelligence/fast are different tokenizer/model load errors." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict and MobileLLM-125M key error are unrelated loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:40990|issue:44811", + "issue:43425|issue:44403", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43644|issue:44079" + ], + "prepared_review_unit_hash": "6ff7c7438dde47f96e0241cb4a3b1759b5f7ccc643ce45d2e56b21e49ba70db5", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37344, + "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 a loose pile of unrelated Transformers regressions that all happen to mention v5/v5.3 loading or model behavior. Only one soft pair looks like a true duplicate: the non-persistent-buffer corruption regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest duplicate anchor: it states the exact non-persistent-buffer corruption bug, and issue:44534 is the same regression with a slightly reworded title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue here because it matches the exact duplicate pair and is more specific than the other broad v5-regression reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related vision/VL area, but different concrete bugs: broad video-input regression vs still-image position_id scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: FineGrainedFP8Config issue vs float8 storage lookup TypeError." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they describe different bugs and code paths: base_model_prefix loading vs non-persistent buffer corruption." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated models and failures: sliding_window on Qwen3-MoE vs strict config blocking granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve VL models, but one is multi-image IterableDataset training and the other is temporal position_id scaling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer AttributeError vs device-mapping cudaErrorAssert; no shared underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: perplexity evaluation issue vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different issue types: torch/backend compatibility vs logging noise when loading a transformer." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging vs Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different internals: _is_hf_initialized flag vs non-persistent buffers." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend installation issue vs tf backend undefined error; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is repo tokenizer.json resolution and the other is Granite token ID regression." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer runtime behaviors: post-processor update vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs float8 storage object error; unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Video-LLaVA/Qwen3.5 issues: missing temporal attention/shared weights vs wrong visual encoder keys on save_pretrained." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different loading/offload and training-memory problems; same broad area only." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise vs tokenizer loading failure for a specific model; not duplicates." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch >=2.9 compiled flex_attention failure is unrelated to remote_code model breakage." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention multi-image training, but they are different model-specific failures with different setups." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length bug; different issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training/classification-related, but one is flash_attention_3 degeneration and the other is single-label zero-loss behavior." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training contexts and different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError vs float8 storage lookup error; different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different models and failures: Qwen2.5-GGUF loading vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching, but one is MIMI padding-mask mismatch and the other is Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage vs ModelOutput key assignment; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption and ModelOutput key assignment are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43572|issue:45759" + ], + "prepared_review_unit_hash": "c481fa17b918d210e1a269406a3fe363b4d506586cb9a25b43bde2e3f48b3d11", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of unrelated issues; the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is about multiple images in finetuning while the other is about video vision_position_ids; different failures and code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check export failure is unrelated to bf16 dtype mismatch in inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is a model-loading/init issue, not the same as the bfloat16 dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend inclusion for pip install is unrelated to a PaddleOCR-VL load failure in vLLM." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL positional IDs, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms; one is SigLIP2 AutoModel/pipeline output quality, the other is Perceiver non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head tying, but one is a missing weight-tying bug causing bad generation and the other is inconsistent serialization behavior depending on device." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL positional-ID regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same concrete issue as meta-device loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different loading/quantization paths; no shared concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Generic CUDA OOM on a video model is not the same as the int4 quantization reserved-memory regression." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "A specific PaddleOCR-VL/vLLM load failure is unrelated to a torch/Transformers version incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different models and no shared failure mode is evident." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/index position-ID handling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 config/init-related, but the unexpected _is_hf_initialized argument issue is distinct from strict granite_speech config loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Extremely high perplexity on one language model is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenization changes across versions." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are entirely different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading with quantization, but one is a specific device_map loading failure and the other is a broad offloading regression; not enough to prove the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different model-path bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/serialization bugs are unrelated to torch.compile SDPA failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-map/forward failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batch inconsistency in MIMI is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different shape-handling issues; no shared concrete defect." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example problems and quantization failure for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image prompts." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a distinct config regression from Qwen composite-config text_config unwrapping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43792|issue:44683", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:45081|issue:45812", + "issue:43295|issue:45701" + ], + "prepared_review_unit_hash": "a8a75d2178fdbd3592ae5c485596274578ef9341d9bc696e1ef17638088fb7ba", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37484, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: trainer API regressions, tokenizer issues, model-loading/offload bugs, and unrelated model-specific failures. The soft pairs are mostly thematic overlaps rather than true duplicates, so no pair should be merged as the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover distinct bugs across training, tokenization, loading/offload, and model-specific runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the broadest open report with multiple references, but it still is not a safe canonical for the rest of this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different mechanisms: broken FSDP CPU-efficient loading vs non-persistent buffer initialization junk." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different symptoms and code paths: GLM-4V load failure vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve tied/serialized lm_head weights, but one is generic v5 serialization/device behavior and the other is a Qwen3.5 visual encoder save regression." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Model loading failures, but one is PaddleOCR-VL in vLLM and the other is strict config parsing for granite_speech." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both mention weight handling, but AyaVision lm_head tying and BitNet packed-weight unpacking are separate bugs." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model loading failure is unrelated to compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are CUDA crashes, but one is Qwen3 auto device mapping and the other is Llava Next loading segfaults." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family failures: cudaErrorAssert during device mapping vs flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family, but one is a variable-name collision in forward() and the other is a device mismatch in PLE during forward." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both discuss tokenizer/tokenization, but one is perplexity quality on a specific model and the other is a broad tokenization-version change report." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both concern save/load workflows, but cache-path collisions and read-only permission propagation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch weight tying in multimodal models, but Mistral3 lm_head tying and Qwen3.5 visual encoder save keys are distinct." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are runtime failures, but 3d_parallel.py execution and Qwen3Moe FineGrainedFP8Config errors are separate problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/processing-related, but tokenizer crashes and dtype mismatches in CI are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different memory issues: int4 quantization OOM in Transformers v5 vs apex FusedRMSNorm memory leak in T5." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both relate to offloading/memory, but quantization offload behavior and Strix Halo mmap OOM are not the same failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different serve-path crashes: multimodal continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regressions are separate issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API breakage is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected num_items_in_batch kwarg in Trainer is unrelated to Qwen3Moe FP8 loading/runtime failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and broad tokenization-change report are not the same code-path." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model loading/compile paths, but torch.compile SDPA failure for Bamba and BitNet packed-weight unpacking are separate." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "NER/batched-padding tokenizer crash and OmDet processor resolution mismatch are different processor bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in v5.3.0 and unpacking Qwen3.5 embeddings with TRL SFT trainer are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and device_map=auto dequantized offload failure are separate loading paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "CUDA assert on Qwen3 auto mapping is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention offload/compile-ish behavior, but Bamba SDPA torch.compile failure and Bark CPU-offload device mismatch are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer patch crash on Mistral and Granite token ID regression are separate tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is a custom model API break, not the same as a general tokenization-change report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43421|issue:45812", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "e228b4a92d1421e73aec5cbfaf7bc6e457f861209adf96852e8bbb918b667c8e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35682, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: config, tokenizer, generation, serving, and model-loading bugs across different model families. Only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor apply_chat_template crash reports.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the earlier and clearer report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best canonical issue candidate because it cleanly represents the only confirmed duplicate pair and has the more stable, complete report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated issues affecting different models/components: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-path failures: CamemBERT masked LM regression vs Qwen3.5 recurrent state reset in cache logic." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve Qwen/MoE, but the concrete failures differ: device-mapping cudaErrorAssert vs tensor-parallel not working." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Distinct config/runtime bugs in different models: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Completely different problems: GenerationMixin import error vs inability to run 3d_parallel.py." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal model failures: Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only/from_pretrained error." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer issues, but they affect different tokenizers and failure modes; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms: gather_for_metrics label truncation vs SAM3 PCS text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serve/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5-0.8B streaming chat/completions issue." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "The latter is a broad version-dependent tokenization regression, not the same specific special-token post-processor bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Both mention processors, but the affected processors and bugs are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "No concrete overlap: MacOS bus error with CLIP vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model families and different failure mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different issues: Qwen3 auto device mapping crash vs GraniteSpeech PEFT local checkpoint loading failure." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload paths, but the concrete bugs differ: CPU offload device mismatch vs packed BitNet weights not unpacked." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Completely different areas: torch.compile/SDPA failure vs tokenizer special-token registration." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; these are duplicates." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to num_labels, but one is config propagation in Qwen3.5 and the other is a generic zero-loss training bug; not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is sliding_window behavior and the other is config unwrapping in from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "No shared underlying bug: CPU offload device mismatch vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and failure modes; nothing indicates the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "One is runtime tokenizer post-processing; the other is config save/load losing custom token IDs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Training-state accounting bug vs generation behavior bug; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is composite config handling and the other is CPU-offload incompatibility in rotary embedding; distinct fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports a mostly heterogeneous cluster with only one clearly confirmed duplicate pair (issue:44514 / issue:44545). The soft-edge rejections are conservative and stay within the evidence from titles/bodies. Minor caution: phrases like \"more stable, complete report\" are not directly evidenced in the packet, but they do not materially affect the clustering judgment." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44368|issue:45357", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:42915|issue:45759", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "d307e2304c3faaef1c71c358b8dcb7b6bc21a303703bc1dc293f01510f8e4c94", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across different models, tokenizers, quantization/offload paths, and docs/examples. None of the soft pairs look like the same underlying fix, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span many distinct code paths and model families, so there is no single issue that cleanly represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; even the closest-looking pairs differ by model, failure mode, or subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but they affect different models and failure modes; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning; the other is incorrect visual-encoder keys being saved. Different issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both involve vision/inference, but one is a positional-encoding image-size bug and the other is a bfloat16 dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen variants and different failures: weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is about optional post_init in patchtsmixer; the other is num_labels propagation in Qwen3.5 configs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: loading a specific model on 5.1.0 vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to the model-loading failure in EMBEDDIA/est-roberta." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is tokenizer registration/empty decode behavior." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL embedding unpacking after SFT is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash-attention sink handling vs from_config not unwrapping text_config for composite Qwen models." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but they concern different models and different mismatches (docs/quantization vs processor input size)." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are separate training bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline hub behavior, but one is cache loading and the other is an unconditional model_info() call in mistral regex patching." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates are not the same as LayoutLMv2 tokenizer crashes on NER padding/truncation." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 bad outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex memory leak and Qwen3_5Moe CPU offload incompatibility are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer patching/regression, but one is a crash in _patch_mistral_regex and the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda asserts and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel indexing error is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/quantization issues are not the same as quantized offloading not working as expected." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is a different bug from quantization/offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is FP8Config failure and the other is from_config handling of composite multimodal configs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multiple-image Qwen2.5-VL finetuning failure and GraniteSpeech adapter loading are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different models and paths: PEFT adapter loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward variable collision are different bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure 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": 2, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39692", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:45183|issue:45479", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "fd31fefb586d588e9293d1d7b47502d953990eec0cb8d2ed9ef107bd3c933b8b", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated issues across different models and subsystems. The Mistral pair is the only close match, but the packet only supports it as possibly related, not a confirmed duplicate, so it should not be accepted as the same bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45081 is the most concrete Mistral tokenizer crash report, with the exact `fix_mistral_regex=True` failure path, so it is the best representative of the small Mistral subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the clearest issue to anchor on because it names the precise crash site and triggering flag, making it more specific than the broader offline-mode report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failures: BitNet accelerate loading vs DAC latent/STE mismatch." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different model families and distinct code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated bugs: sparse-layer config creation vs RoPE layer count in Smollm3." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input exclusivity is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n attribute name collision." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve processor/input handling, but the models and root causes differ." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision is not the same as failing to load a specific tokenizer model." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model/code-path regressions: torch.compile+SDPA vs dtype mismatch during inference." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "No shared underlying bug; compile/SDPA failure is unrelated to DAC latent conversion." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram-on-Int error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification resolution handling." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same Mistral patch area, but the packet shows different failure modes (`model_info()`/HF_HUB_OFFLINE vs `backend_tokenizer` AttributeError); possibly related, not a confirmed duplicate." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing config fields with `trust_remote_code`." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue is unrelated to Video-LLaVA temporal-attention/weight-sharing problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields in returned config and strict granite_speech config rejection are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper `batch_decode` skip-special-tokens behavior are distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to DAC latent conversion mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output changes in v5, but they are different models with different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video inputs, but the reported bugs are different models and different symptoms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "From-pretrained weight loading failure is unrelated to flash-attention generation behavior." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline error message is not the same as SigLIP2 producing bad outputs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Broad remote_code breakages are not the same as the specific `is_torch_fx_available` removal regression." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/example problems and Kosmos2.5 OCR index errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly conservative on the negative pairs, but it overstates the single accepted pair. In the packet, issue:44843 is about `_patch_mistral_regex` unconditionally calling `model_info()` and breaking `HF_HUB_OFFLINE`, while issue:45081 is about an `AttributeError` on `backend_tokenizer` when `fix_mistral_regex=True`. They share the same Mistral patch area, but the packet does not establish that they are the same underlying bug or a clear duplicate. Please downgrade that to a cautious \u2018possibly related\u2019 unless you have stronger evidence. The summary\u2019s claim of a \u2018clear duplicate pair\u2019 is therefore too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:43329|issue:45600", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "75175f284aed2391951696fe9ad453d5e2530edc5837b755f1d75d0faa7ec8de", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35510, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a coherent duplicate cluster: they cover many unrelated issues across tokenizers, processors, loading, training, and model-specific regressions. No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated and do not share one concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate is suitable; none is representative of a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs. custom trainer loss signature mismatch; different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs. tokenizer loading failure for a different model; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is a runtime error message and the other is stale docs; different artifacts and fixes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific multimodal regressions: video input handling vs. long OCR input indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a specific tokenizer class; unrelated failures." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs. Apple Silicon allocator warmup TypeError; different subsystems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during tensor indexing vs. trainer evaluate-after-train issue; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT prediction regression vs. broad tokenization changes across versions; too general and not a shared concrete defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark vs. bfloat16 dtype mismatches in other models; different execution paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior vs. GenerationMixin import error; completely different problems." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor image-size mismatch vs. dtype mismatch in inference; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL vs. rope-index temporal scaling bug in Qwen2.5-VL; different underlying defects." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras vs. tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading vs. dtype mismatch during inference; distinct issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch expecting backend_tokenizer vs. Gemma4Processor missing _tokenizer in serve; different objects and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs. init_empty_weights unexpected argument error; separate loading bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tied-weights warnings in Qwen-family models, but they describe different models and warning behavior; not the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError vs. float16 AMP crash in LwDetrImageLoss; different components." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Irrelevant low-signal issue vs. reproduction of an external issue; no shared bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs. DAC latent/forward mismatch; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs. RTDetrV2 output differences in v5; not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug vs. MPS attention correctness issue; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs. CLIPTokenizer max_length constant bug; different areas." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Exception handling around protobuf decode errors vs. bare except in tensor conversion; both are error-handling issues but not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset issue vs. trainer compute_loss signature mismatch; no meaningful overlap." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables vs. stale auto-mapping config references; unrelated maintenance bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading one model vs. broad remote_code breakage across recent versions; not the same specific failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:45823|issue:45859" + ], + "prepared_review_unit_hash": "cd1b29853f7b678ac1af1421b6785f381e8db2826db35f41db53272d0af337a3", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36389, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated closed issues spanning tokenizer regressions, loading/offload bugs, multimodal processor problems, and trainer behavior changes. The only plausible duplicate-style match is the Qwen VLM video-input regression pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45701 is the broadest open, user-facing umbrella here: it directly describes version-dependent tokenization changes and has inbound references, making it the best representative for the tokenizer-regression slice of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to keep as a representative anchor because it is open, broadly worded, and closest to the recurring tokenizer-regression theme seen among several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Special-token decode failure vs MXFP4 quantization/loading fallback; different subsystems and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert indexing failure vs post-train evaluate failure; not the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Generic gguf/from_pretrained breakage vs a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs multimodal video token counting bug; different defects." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs image processor torchvision dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Loading/conversion bug vs out-of-memory report; unrelated failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 probability issue vs OmDet processor size mismatch; different model behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom-model initialization regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example errors for SigLIP2 vs GPT-oss quantization loading; no shared bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs config save/load custom token ID loss." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying/text generation bug vs dtype propagation bug during Blip2 load." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Accelerate packed-weight unpacking bug vs processor image-shape mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure vs quantization fallback; different concrete problems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but one is add_special_tokens/BOS-EOS handling and the other is pre-tokenizer override; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window MoE bug vs PIL backend torchvision dependency issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode special-token skipping." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different root causes and model families." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal path; 43329 names the broken video token-counting branch, and 44479 reports a broad video regression on the same VLM families." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import-time GenerationMixin breakage vs compute_loss signature change; unrelated API regressions." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading bug vs mmap/OOM issue; different loading paths and causes." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig vs AutoModelForCausalLM.from_config text_config unwrap issue." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs broad tokenization-change report; not the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined-symbol bug vs batched video processor shape bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking bug vs GPT-oss perplexity being too high; different layers of the stack." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload/device placement, but they affect different models and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "MoE loading/conversion bug vs Smollm3 RoPE-layer discrepancy; unrelated model behavior." + }, + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs Qwen3_5MoE rotary embedding CPU-offload incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet, and the soft-edge decisions are conservative overall. The lone accepted pair (issue:43329 / issue:44479) is reasonably mergeable as a single video-input regression fix. No clear overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:43577|issue:45072", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:44291|issue:44821" + ], + "prepared_review_unit_hash": "5dc0fadce238ac3a62d405c3f7c7c1eb6a5b261e13a5d3d08c8b2c8debd0aabe", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37719, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with a few small duplicate-like mini-clusters around Qwen2.5-VL video/position-id regressions, tokenizer loading, and SigLIP2 behavior.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44479 is the closest thing to a canonical anchor because it matches the Qwen2.5-VL video/position-id regression cluster; the rest of the items are too diverse to form one true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest local hub among the issues, but it is still only suitable as a partial anchor rather than a global representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failure modes: tokenizer load regression vs CLIPTokenizer max_length misuse." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is init_empty_weights argument handling; the other is PIL backend unexpectedly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: gguf_file loading breakage vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific load bugs: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different bugs and code paths; no shared concrete failure is evident." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config issue is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen models, but the concrete failures differ: auto device mapping assert vs video-input ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video/position-id regression in 5.3.0; one is a broader report and the other a narrower repro." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different topics: DiaConfig save/load token IDs vs MXFP4 quantization fallback." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend availability issue is unrelated to missing Qwen2_5_VL import." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they are different model families and different exceptions." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen model families and different concrete failures; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": true, + "reason": "Likely the same tokenizer bug: the AddedToken/special-argument TypeError appears to be the concrete cause of the EMBEDDIA/est-roberta tokenizer load failure." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging issue vs Python 3.14 load failure are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing tensorflow backend in installation is unrelated to a model-loading failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash-attention s_aux=None handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import error vs Llama 3.2 Vision model-loading regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected-arg failure are separate loading problems." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not the same as the Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and Qwen2.5-VL temporal position-id scaling are different model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT fast processor label reduction bug is unrelated to zero-loss classification behavior." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import availability and LayoutLMv3 box-clarity messaging are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video input failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load error are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 implementation problem: one compares HF to JAX, the other reports the same model giving nonsensical outputs in HF usage." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment stays grounded in the packet and the soft-edge calls are mostly conservative. The accepted duplicate-like pairs are reasonably supported by the titles, and the rejected pairs do not overclaim similarity. The summary also appropriately treats 44479 as a local anchor rather than a global canonical issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44062", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43697|issue:45216", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "0ae36d680b47f599b6150580f72028d554fda88aa5602b06bebc624ebbdacdc0", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36118, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer bugs. The only soft edge that looks like a true duplicate is the pair about v5 tied-weights/save_pretrained serialization behavior.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44466 is the better canonical issue: it states the underlying tied-weights serialization regression more generally and describes the device-dependent behavior directly; issue:45005 reads like a model-specific manifestation of the same v5 tied-weights problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative of the cluster's only plausible duplicate thread because it captures the core regression rather than a downstream translation-model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer problems: token counting state vs a custom compute_loss signature mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken kwarg error and the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the first is missing fields from trust_remote_code AutoConfig output and the second is a specific Qwen3.5MoeVisionConfig field dropped by strict parsing." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different APIs and likely different root causes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model loading/test failures, but they concern different models and symptoms." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor torchvision dependency vs tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures with different low-level causes; one is a model key error, the other is a missing float8 storage object." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and auto_mappings referencing removed configs are separate CI/release issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different bugs in different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "One is RTDetrV2 output drift in v5; the other is Qwen3.5 checkpoint saving. Same general version area, different bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save shard size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching crash and the other is incorrect vision_position_ids for video input." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver image-classification resolution handling are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different regressions: missing config fields under trust_remote_code vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate-after-train failure do not share a concrete code path." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading regression and BLIP2 dtype propagation are distinct model-loading issues." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training DeepSpeed weight shape error is unrelated to a LayoutLMv3 box-validation message issue." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and mistral_regex offline/model_info behavior are different tokenizer/loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/fix_mistral_regex warnings." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same v5 tied-weights serialization regression: inconsistent lm_head.weight handling for tied-weight models, with translation models as a specific affected case." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both affect apply_chat_template in Qwen2.5-VL, but the failure modes differ: batched padding=False vs assistant tool-call messages without content." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token regressions for different models and different APIs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluation failure and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/runtime correctness, but one is chunked generation with compiled forward and the other is recurrent state reset in a specific Qwen modular file." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft edge (44466/45005) is a conservative, well-supported duplicate call based on the issue titles. The other pair verdicts are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:45704", + "issue:28282|issue:32090", + "issue:43577|issue:43697", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44977|issue:45356", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43122|issue:43906", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:44849|issue:45357", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "630e90614d011610badb22f0bc629ce280caeb875a8d45dd4c5a844bdbdfe2ce", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37686, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated bugs/regressions across tokenization, multimodal processing, training, loading, and dtype/device-specific behavior. I would keep all of the proposed soft edges separated.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items are only superficially similar and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE-related, but one is auxiliary-loss normalization and the other is a broader implementation divergence; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processor segmentation bug vs multi-GPU training topic; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failure modes: zero probabilities in SigLIP2 vs processor/tokenizer API regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and errors; no shared code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Both model-internal issues, but different components and failure mechanisms; not mergeable as one fix." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch vs trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model families and different dtype/output issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Import-time dependency error vs MacOS bus error; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they reproduce the same concrete crash path; only loose similarity around model loading/runtime failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch missing dependency vs embedding reinitialization bug; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression vs FSDP CPU RAM efficient loading breakage; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Generic tokenization/version-change report vs MoE auxiliary-loss normalization; not the same defect." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub metadata call bug vs tokenizer load failure for a specific model; different causes." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs Kimi tokenizer/codec regression; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM loading key error; different issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config token-ID persistence bug; not the same underlying problem." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs flash-attention generation bug; distinct failures." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different VLM video/rope bugs; both multimodal, but not the same code-path problem." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different model/dtype bug vs flash-attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs tokenizer AttributeError; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading issue vs MPS attention correctness issue; different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer version-difference report vs isolated reproduction of another issue; not enough evidence of the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Model compile/SDPA crash vs tokenizer task AttributeError; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error vs TrainerState counter not updating; different trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping cuda assert vs compiled chunked-generation inconsistency; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy field bug vs Bamba compile/SDPA failure; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field preset loading issue vs packed-weight accelerate loading issue; different models and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different processor/model mismatch problems; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF loading breakage vs inability to load a specific tokenizer; related only at a high level, not the same defect." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error vs AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs save_pretrained visual-key regression; distinct issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval vs MoE auxiliary-loss normalization; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44423|issue:44734", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "f6a5d4ae2a8b3b8bd5e9059c973e6013f160924cb383e52e6648af87a771b309", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38205, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, and none of the soft pairs look like the same underlying bug or change. Most are either different model families, different failure modes, or one is documentation while the other is a runtime bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the most central issue in the set by discussion/inbound references and is a clear user-facing regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the strongest signal of impact and cross-linking, so it is the best representative issue among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing BOS/EOS behavior for mdeberta while the other is wrong token IDs for Granite models; different bugs and model families." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import failure are unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs an incorrect pipeline translation-task message; not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both mention rotary/rope settings, but one is a Smollm3 layer-selection bug and the other is GPTNeoX config reload regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image handling are different regressions." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token fields, but for different configs and different attribute names; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure than DiaConfig losing custom token IDs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error loading a CLIP model; completely different problems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a custom trainer loss-signature TypeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is documentation example errors, the other is an implementation discrepancy for SigLIP2; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity discrepancy vs a ZeRO-3 gradient inflation bug; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as abnormal gradient growth with DeepSpeed ZeRO-3." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs an unmet PEFT version requirement; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 flash-attention generation issues are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed differs from Qwen3VL MoE loading breakage in dev; not mergeable as one fix." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and a qwen3_omni_moe helper length bug are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert and an offline-mode model_info call bug in AutoTokenizer are different issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect unwrapping of text_config in from_config." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only finetuning defaults vs multi-GPU inference OOM are different Gemma4 problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are distinct v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2_5_VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A Float8 storage TypeError and a flash_attn import-utils KeyError on Python 3.13 are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes are not the same as the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM during multi-GPU inference and a device mismatch with device_map='auto' are separate runtime problems." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP loading and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized arg under init_empty_weights are different compatibility issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading in Beit is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are separate bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but on different endpoints and different failure mechanisms: str.to on multimodal batching vs KV-cache tensor indexing." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct OOM with tensor parallelism and a 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": 2, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43232|issue:44849", + "issue:43582|issue:44977", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43873|issue:44464", + "issue:43295|issue:44610", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "e74357a0621218bf8748faddbced3295a90b489831a38446172933b0bde42115", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35013, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: the issues cover different models, subsystems, and failure modes, so none should be merged as duplicates. If a representative issue is needed, the most active and referenced one is the multimodal chat-template bug.", + "confidence": 0.56, + "canonical_issue_reason": "No clear canonical duplicate: the candidate pairs do not point to one shared underlying bug, so the cluster is better treated as heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative by activity and inbound references, and it sits on an active multimodal API regression with broader user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but they are different bugs in different code paths/models: compiled forward chunked generation vs Whisper empty-transcription behavior." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated failures: BEiT semantic-segmentation loading with a legacy field vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely different fixes: SigLIP2 output discrepancy vs a broad position-id key warning across many models." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is a dtype drift in evaluation; the other is a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI behavior, but they affect different models and different mechanisms (CPU offload mismatch vs stale override test)." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated subsystems." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compile errors and a flash_attn import KeyError on Python 3.13 are separate issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient blow-up and a model-loading regression under latest transformers are different failure modes." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with differing head dims is not the same as a flex_attention import/version check bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus behavior and Qwen3.5 hidden-states output are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems do not share a concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "A specific tokenizer regression for BOS/EOS addition is broader than a general report that transformers version changes tokenization." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing failure in Qwen3OmniMoe and Gemma 4 text-only mm_token_type_ids behavior are separate multimodal issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-support import failure and meta-device model-loading regressions are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4 related, but one is about defaulting mm_token_type_ids for text-only finetuning while the other is a device-map mismatch during forward." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application via model_init and Qwen3.5 hidden-state output are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness issue and a Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch do not describe the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantized offloading behavior and compiled-forward chunked generation inconsistencies are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo input-size mismatch are separate processor/model integration bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights/serialization themes, but one is device-dependent serialization of lm_head.weight while the other is LoRA merge collapse with extended vocab." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:44792|issue:45563", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:43844|issue:44936", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43262|issue:43450", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "bb9f7b824f4c51fad782bbea4d688ce3891cf0b84271fd8da6259724d161dc06", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mostly heterogeneous cluster with one clearly plausible duplicate pair (the two SigLIP2 issues) and many adjacent-but-distinct processor/model regressions. For the representative issue, I\u2019d anchor on the most activity-heavy broad multimodal/import case rather than overclaiming that issue:44521 is strongest overall.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43824 is a broad, high-activity multimodal import regression with the strongest discussion/inbound signal among the cluster\u2019s more generic candidates, so it works better as the representative issue than issue:44521.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best global issue representative because it is active, broadly phrased, and sits near the center of the cluster\u2019s multimodal/import failures without relying on an unsupported claim of being the most active overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory release." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, models, and code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different loading regressions on different models; similarity is too broad." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generate warning are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both concern loading, but the underlying problems are distinct." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different Gemma/Qwen multimodal bugs affecting different preprocessing logic." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same general missing-field pattern, but different configs and no clear shared defect." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 training instability and post-train evaluate failure are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape handling hit different paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model-specific import/detokenization failures." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API breakage and quantization offloading are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is metric gathering and the other is image-processor label reduction." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model families and different failure classes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output mismatch and RT-DETR memory release are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 implementation discrepancies, and the zero-probability symptom plausibly stems from the same HF-vs-reference mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer-related, but different model families and different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as MoE memory inefficiency." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor area, but batched-input crashing and all-zero assistant masks are different failures." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they reference different APIs and regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override behavior are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video preprocessing and tensor-parallel OOM are different problems." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video shape bug and SigLIP2 implementation mismatch are different paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and empty-transcription generation are distinct audio bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-count limit errors are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation choice and a removed helper affecting trust_remote_code are different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and video batching are unrelated processor bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length handling." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Preprocessing size mismatch and AMP crash are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch is unrelated to a GraniteSpeech CI test failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one key claim is not grounded in the packet: issue:44521 is not clearly the strongest by discussion/inbound activity (e.g. issue:43824 has higher discussion and inbound counts). Because the representative-issue choice is justified with an unsupported superlative, I can\u2019t accept this as fully precise. The soft-edge verdicts themselves look mostly conservative, including the single SigLIP2 acceptance, but the top-line rationale needs to be toned down or corrected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43278|issue:43825", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:45290|issue:45381", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43550|issue:44112", + "issue:44292|issue:45520", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:34689|issue:35141", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "c8dc2187a0f187fa7f0b87cc35eb4edf4079ec7fea45342beefdf18d770cd956", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37360, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate pair is the identical Qwen3.5 MoE from_pretrained regression. The rest are related only at a very broad Transformers/modeling level, not the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the cleanest canonical issue because it exactly matches issue:45478 in title and failure mode, and it was filed first.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best overall representative of the only true duplicate pair in this set; other issues are unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different failures: a missing flash-attention utility import vs a general torch-version incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is an embedding dtype regression; the other is a pipeline error-message issue." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and missing auxiliary losses are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and root causes: Pegasus output drift vs Qwen recurrent-state reset." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different broken APIs." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type-id defaulting and flash_attention aux-state crash are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a trainer broadcast NoneType error do not share the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading errors, but they point to different models and different shape/attribute problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example mistakes are not the same as BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: unsupported center argument vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json precedence and removal of is_torch_fx_available are unrelated breakages." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed utility breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained error, same title and same failure mode." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/flash-attention-adjacent code, but the concrete failures differ." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity and GPU broadcast NoneType are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure and GraniteSpeech stale device override are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are distinct." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python parser/import failure versus qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers loading bugs with no shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs issues and position-id key warnings are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer creation and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regression are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking in BitNet and GraniteSpeech device override are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading and post_init reinitializing embeddings are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only accepted pair, issue:45310 and issue:45478, is an exact title/failure match and the earlier filing is correctly identified as canonical. The remaining soft-edge verdicts stay conservative and are consistent with the issue titles and the packet\u2019s lack of stronger link evidence. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44568|issue:45491", + "issue:28218|issue:32090", + "issue:45198|issue:45803", + "issue:43927|issue:45698", + "issue:45459|issue:45712", + "issue:44977|issue:45563", + "issue:29942|issue:35141", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:43994", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44448|issue:44466" + ], + "prepared_review_unit_hash": "662ae0457c8e3485879e77b74eea02b7ab301bdd14bb22df5265639a2afd891e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37205, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: every soft pair spans different concrete bugs or unrelated subsystems, so none should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue fits this set; the soft pairs are heterogeneous and appear to be false positives rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative duplicate target because there is no accepted overlap across the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal iterable-dataset failures and BEiT label reduction are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crashes are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but they affect different models and concrete code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN attention outputs are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast NoneType errors." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a bare-except tensor conversion bug are not the same issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-ID persistence and wrong custom-module loading after save/load are different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are different symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention import symbol and a specific model-load failure are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offload issues and unexpected position-id keys are different problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and a flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to qwen3_omni_moe output-length logic." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast errors and a MacOS bus error on CLIP are different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support and flash-attention None handling are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and a multimodal token-count video-branch bug are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and multi-GPU CUDA OOM are different resource-management issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale generation warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping assertion and Gemma4 OOM are different models and failures." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer added-space behavior and LayoutLMv3 box validation messaging are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer are distinct bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf error masking are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup and Siglip2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention s_aux=None crash are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient-checkpointing-in-eval behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and lm_head serialization inconsistency are different concrete issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "ee175960685467a4616565da26747941bb28b79e750b683bb9662a65fbde16e0", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarity matches across unrelated bugs and features; no soft pair looks like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges: the candidate pairs span different models, components, and failure modes rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45412 is the strongest standalone bug report in the set, with a clear symptom and active discussion, but it is not a representative duplicate target for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and a trainer broadcast NoneType error are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are different bugs in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 device-map mismatch are distinct runtime issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration/decoding and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and Wav2Vec2 save/tokenization failures affect different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR garbage-collection memory release are separate problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure do not share a concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3 MoE fp8 config failure and quantized model saving failure are both quantization-related but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and Wav2Vec2 save/tokenization bugs are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion and BF16-to-FP32 dtype drift are separate training behaviors." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and DeepSeekV3MoE divergence from remote implementation are different model-specific mismatches." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same defect." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast failure in Trainer and DeepSpeed Adafactor OOM are different runtime problems." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model image-size mismatch and a model memory leak are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a vague dependency issue are not the same concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model changes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct checkpointing issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing problems." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 clearer error messaging and CLIP MacOS bus errors do not describe the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer padding/truncation crashes are different components and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43575|issue:43701", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43575|issue:44387", + "issue:43646|issue:44077", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:33290|issue:34567", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:34689", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "5dd5b343c5c64766c489f2cbe907fa395aafe98290de50da1f7a7ec15ef7479f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35643, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model families, trainer/runtime regressions, tokenizer/processor bugs, and memory/loading failures. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is a grab bag of unrelated bugs, and the soft pairs are only superficial title-level similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative only because it is open, has inbound references, and concerns a broad save/load custom-module regression with ongoing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: missing pad_token_id on Qwen3-VL text config vs a sliding_window/recurrent-state bug in Qwen3-MoE." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: unclear LayoutLMv3 box error messaging vs token-embedding resizing reinitializing the output embedding." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation, but one is compiled forward chunking inconsistency and the other is a Gemma3 sliding-window NaN issue with mixed-length batches." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different problems: FlashAttention generation regression vs a categories-cardinality RuntimeError." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different root causes: FineGrainedFP8Config failure on Qwen3Moe vs weight-shape mismatch when loading Qwen3-VL." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer-loading failure and bfloat16 dtype mismatch are unrelated despite both being model-adjacent." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processing, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument crash." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: BEiT label reduction returns the wrong shape, while LwDetrImageLoss crashes under float16 AMP on CUDA." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric-gathering label truncation are separate code paths with different failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load is not the same bug as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but they hit different models and different failures: Ministral-3 regression vs `s_aux=None` AttributeError." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: Qwen3.5 recurrent-state reset bug vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is TP model loading and the other is increased reserved memory under int4 quantization; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model initialization breakage in v5 is broader and distinct from the specific patchtsmixer post_init constraint." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety bug and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The former is a CLIPVisionModel forward regression; the latter is a general ModelOutput key-assignment bug. Similar symptoms, different bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer auto-loading and degenerate zero-loss classification are completely different problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu's bare-except tensor conversion bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both are regressions, but one is hidden_states output handling and the other is attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config APIs, but one is a broad Gemma3TextConfig discrepancy and the other is a specific missing pad_token_id on Llama4Config." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer/deepspeed OOM and TrainerState token-count bookkeeping are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver non-default-resolution classification failure are not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both affect model loading, but they target different mechanisms: a specific Llama 3.2 vision regression vs base_model_prefix handling in v5." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation-example errors and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed/adafactor and model-loading failure for Llama 3.2 vision are different issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Completely different: training-memory OOM vs embedding reinitialization during post_init after resizing tokens." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45759" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:41628|issue:45372", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43540|issue:44514", + "issue:25251|issue:28282", + "issue:43673|issue:44743", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "96e4d0039f1a1eed1367b69a33c25ed61b1c174dbb3820739befde62c59dd65a", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35282, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import, config, training, loading, and multimodal processing issues. None of the soft-similarity pairs look like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43825 is the clearest, most self-contained user-facing regression in the set, with a specific problem statement and broad pipeline-v5 relevance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the safest anchor if one issue must represent the cluster: it is actionable, well-scoped, and easier to generalize than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different failure modes: gradient checkpointing vs quantization/offloading." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a shape mismatch on load and the other is a save_pretrained regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline()." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and bugs: torch.compile/SDPA vs recurrent state reset with cache." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated model-specific validation issue versus a video-input regression." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but caused by different packages and different processor paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related to config APIs, but these are different composite-model bugs with different triggers." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to tokenizer loading failure." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config reload problems, but one drops missing fields while the other resets a specific parameter." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different subsystems: FSDP CPU RAM loading versus Qwen3-VL shape mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id inconsistency." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a trainer method signature change." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are model/loading errors, but one is a specific model regression and the other is a missing import path." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to missing model_type in config.json." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parser error in torch.jit scripting is unrelated to DeepSpeed deque underflow." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue is unrelated to a MobileLLM key error." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is an API discrepancy and the other is a strict loader rejection." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input bugs, but they affect different processors, inputs, and code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch dependency error." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is GenerationMixin cache availability and the other is recurrent state reset logic." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is unrelated to a Sam3Video OOM report." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral-family issues: weight tying versus FlashAttention failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely unrelated: ESM2 breakage versus a janus image-generation test failure." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label dropping and auxiliary-loss normalization are different training/eval bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regression reports, but one is processor/tokenizer behavior and the other is pipeline v5 messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43575|issue:43873", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:43906|issue:45290" + ], + "prepared_review_unit_hash": "e62f28d9f211f864c2b85fabe8c2daedf37fadee412a754206fd5fe0789812df", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues across loading, generation, multimodal processors, quantization/offload, and model-specific regressions. None of the soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the best anchor: it is open, has the most external attention in this set, and describes a concrete reproducible multimodal bug rather than a vague question or isolated model-specific failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue to keep: specific reproduction, active discussion, and likely to benefit from continued triage/fix work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Different problems: a model_max_length question for DeBERTa-V3 vs a missing `transformers.onnx` module import error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both involve video/SAM-like models, but one is a pipeline processor selection bug and the other is a missing attribute on a specific SAM3 output object." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: one is about `post_init` being optional for patchtsmixer, the other about non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Gemma-3 eos token configuration mismatch vs Whisper failing on empty transcription after `align_special_tokens`." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both relate to embeddings/tokens, but one is LoRA merge collapse with tied embeddings and the other is Gemma 4 multimodal token type IDs defaulting to zeros." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: a torch.compile/SDPA issue for Bamba vs a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and regressions: CLIPVision hidden_states handling vs Qwen video-input regression in v5.3.0." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: CPU offload device mismatch for bark-small vs checkpoint key mismatch during resume." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma-3 eos_token configuration mismatch; not the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time failures, but one is TP/OOM for Qwen2-57B and the other is a key error loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A runtime script failure (`3d_parallel.py`) and a model-loading OOM are different root causes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading problems: `gguf_file` breaking tokenizer/model from_pretrained vs an unrecognized model type in config.json." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems: KV-cache continuation indexing in serve vs Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading for BEiT is unrelated to wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same bug as Whisper failing on empty transcription." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both mention large-model memory behavior, but one is TP loading OOM and the other is quantization/offloading not working as expected." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and embedding reinitialization after resize are different failure modes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper's empty-transcription crash." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are separate model-specific regressions." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related, but one is a video-input regression for specific Qwen VL models and the other is a serve KV-cache indexing crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different vision-model issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed `pipeline()` APIs is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct not reloading are unrelated configuration/runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but one is assistant mask construction in chat templating and the other is wrong video vision position IDs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a correctness regression in compiled chunked generation and the other is only a stale warning." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of a prior issue and a chat-template crash on tool-call messages are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44938|issue:45542", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44186|issue:44734", + "issue:44466|issue:44913", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "0a90c049b74b336552fa37f4498ae8821ed6b21ab2c3be03b103c757bbb18726", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37510, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most pairs are only superficially similar (often just the same subsystem or API area) and do not describe the same underlying bug. I would not merge any of the soft edges; the strongest recurring theme is import/API regressions, but even those are distinct failures.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41628 is the broadest import/API-regression report among the set and is the closest match to the other import-related items, but the cluster overall is too mixed to treat it as a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the best single representative if one must be chosen because it reflects a common user-facing import failure pattern, but it should not be used as a duplicate canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are model/script loading problems, but one is a local dataset issue in an example script and the other is a multimodal model load failure; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the 2^24 category-limit runtime error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI breakage are different failures in different areas." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation bug and FuyuBatchFeature bare-except issue are distinct code-path problems." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen serialization, but one is LoRA/tied-weights collapse after merge while the other is incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "gather_for_metrics label truncation and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are packaging/backend-related, but one is Python 3.14 import failure and the other is missing TensorFlow backend wiring for tensorboard." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import parsing error are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer serialization junk and GPTNeoX rotary_pct reload default are different state/serialization bugs." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init in patchtsmixer and ModelOutput key assignment from None are separate model-output/config issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A Python-version compatibility complaint and a Python 3.13 indentation/import parsing error are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to the local dataset loading issue." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config.json failure and Fuyu bare-except bug are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are different model behaviors." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both involve CI failures, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed configs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The vague 'ADD THE DATA' issue and the fbank extraction bug are not clearly the same underlying problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config construction bug and local dataset loading error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings propagation bug are different API failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty results and local dataset loading are unrelated example-script issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error and Whisper empty transcription are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they concern different symbols and different surfaces: a missing Qwen2.5 VL image processor submodule export versus top-level AutoImageProcessor import." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Qwen3.5MoEVisionConfig missing deepstack_visual_indexes are distinct config-schema bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but one is a missing model class export and the other is a missing utility from configuration_utils; different regressions." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow backend packaging issue and generic dependency issue are too broad and not the same defect." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and dummy Conv2d in Sam3PixelDecoder are unrelated model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and GPTNeoX rotary_pct reload default are different serialization/config issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and incorrect PyTorch version check for AuxRequest import are unrelated compatibility bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43976|issue:45405" + ], + "prepared_review_unit_hash": "f1e8b44bf8fe077aff81c724efe46eae2e196dff1028673c5ea7086f8001d020", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36956, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers regressions around model loading, remote_code, multimodal processors, and version upgrades, but the soft pairs mostly describe different concrete failure modes. I would not merge any of the proposed soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest representative because it captures the shared theme of recent-version regressions breaking remote_code/model-loading flows across multiple models, while most other issues are narrower symptoms or model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor for duplicate triage because it is the most general, user-facing description of the underlying regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing failure and trust_remote_code cache-path collision are unrelated code paths." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a missing import/helper regression and the other is a cache-directory collision." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failure modes: tied weights vs incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only at a very broad level, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is an unrecognized model/config validation error." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is not the same as a trust_remote_code cache collision." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-load regression and stale auto_mappings references are different defects." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override flakiness is not the same as a user-facing model-loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and decoder embedding resize behavior are separate bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "They concern different models with different loading failures." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention loading errors are distinct issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument conflict have no shared code path." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading regression are not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation and ANSI-code emission in loading_report are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings configs are different problems." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type recognition failure and PIL processor torchvision dependency are separate loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but for different symbols and different root causes." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor bug and stale docs about return_all_scores are not the same underlying change." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Loading Qwen3VL MoE models and saving an incorrect Qwen3.5 checkpoint are different regressions." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a vague dependency issue are too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and config/model recognition failure do not share a concrete code path." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary loss logic are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen models, but one is loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and AutoModel text_config unwrapping are different configuration-path bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export and a broad collection of import errors are not the same concrete issue." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant-mask generation and temporal position-id scaling are different multimodal bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup and remote_code breakage are only loosely related subsystem issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma4 token-type defaults are separate training bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and an unreleased minimum dependency bump are unrelated release issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:33290|issue:45656", + "issue:44462|issue:44779", + "issue:44016|issue:44291", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43723|issue:44162" + ], + "prepared_review_unit_hash": "3a555b362f27c7206f293fcccf468ee5b86469bf2dd471bf2f46c7e2d134512c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly heterogeneous, and none of the soft pairs look like true duplicates of the same underlying bug or change. Most share only a subsystem label (tokenizers, vision, save/load, quantization, deepspeed, v5 regressions) but differ in failure mode and code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs: Phi4Multimodal default sub-config init vs Llama4 missing pad_token_id." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated failures: video pipeline processor lookup vs Gemma4 device mismatch in forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different problems in different models: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "No shared code path: torch flex_attention compatibility vs tensorboard/TensorFlow backend install issue." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs PEFT version bump; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different serialization/load issues: BLIP2 dtype propagation vs Qwen3.5 save_pretrained correctness." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading regressions affecting different models and likely different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs Deepseek tokenizer output change; not the same underlying defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading issues, but one ignores repo tokenizer.json while the other crashes in a Mistral regex patch." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No relation: video-classification pipeline bug vs a placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization mismatch in tokenizer_config.json vs AutoTokenizer preferring the wrong source file." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizer behavior, but one is Adafactor OOM and the other is double optimizer stepping." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is repo file precedence and the other is incorrect Deepseek tokenization results." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different CI cleanup problems: stale auto_mappings entries vs leftover dummy classes in dummy_pt_objects." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific bugs: FlashAttention failure in Ministral-3 vs long-ocr index error in Kosmos2.5." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embeddings/weights, but one is inconsistent save serialization and the other is resize_token_embeddings not updating Gemma4 internals." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized model load/offload failure are separate lifecycle stages." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different model component." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/model paths: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is model-specific FlashAttention support and the other is torch version compatibility for compiled flex_attention." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No overlap: placeholder issue vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different save/load regressions: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and slow filtering after upgrade are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 correctness regressions, but one affects CamemBERT MLM outputs and the other Deepseek tokenization." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression vs ESM2 broken workflow report; different scope and symptom." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43262|issue:44521", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "56ad95dd2a41d945ffc8306506b6c5deefc943d380ff17b5aef42bcab27c49c8", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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 a loose thematic bucket of Transformers regressions, import/config errors, and unrelated model-specific bugs rather than a true duplicate set. None of the soft pairs share the same concrete failure path, so they should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 43299 is the closest fit because it is a concrete v5 model-loading regression and is thematically central to the set, but it is still not a duplicate anchor for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different code paths: sentence-transformers import NameError vs missing TensorFlow backend from a torch-only install." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs multimodal assistant_mask generation bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to the Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill regression vs CLIPVisionModel hidden_states being dropped; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior; no shared failure mechanism." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs bad model outputs for siglip2." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency problem vs Python version support regression." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint vs tf backend undefined due to missing TensorFlow." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs an unrelated placeholder/data issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific Qwen2.5-VL import export failure vs Python 3.9+/3.10+ compatibility problem." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs glm-4v loading failure; different model/config bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save_pretrained vs a zero3/from_pretrained loading issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute vs trust_remote_code stripping fields; related broadly to configs, but not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI codes leaking from loading_report." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs CUDA OOM; completely different symptoms and fixes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error vs Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3-MoE/Qwen3VL loading, but one is cross-version LoRA compatibility and the other is a main-branch loading regression; not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation issue vs import-time slowness; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor export issue vs Python version compatibility regression." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utilities vs stale warning for num_return_sequences." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape codes in loading_report vs incorrect docstring for position_ids." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss vs missing auxiliary losses; both are loss-related but for different models and logic." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2 warning for one model vs a generic Flash Attention topic; not the same fix." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors vs a torch fbank extraction issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer/read error for position_ids vs Gemma4 loading failure; different layers." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness vs unrecognized model config; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; different model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL image processor import error vs missing is_offline_mode export from huggingface_hub." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5-VL image processor import error vs HybridCache import error; different missing symbols." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:44496|issue:45003", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "bd564781241a6646892dac37a2f53ac9608df3867fe9f42aa9da9a4bebbd334e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36908, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only soft duplicate-looking pair is the `resize_token_embeddings` regression across model variants; the rest are different code paths or different model families.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45292 is the broadest formulation of the `resize_token_embeddings` bug, with 45335 looking like a model-specific instance of the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best representative because it states the generic API break, while 45335 narrows it to t5gemma\u2019s decoder embeddings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems: image processor label reduction vs unsafe `sys.modules` access in modeling utils." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: terminal ANSI output vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Generic import/cache behavior and xdist file race are different code paths and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "One is generation cache handling; the other is removal of a helper breaking `trust_remote_code` models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to Gemma eos token config mismatch." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss and AMP/CUDA image-loss crash are different model/components." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import error is unrelated to DeepSpeed ZeRO3/BertModel index failure." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaulting are different model bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer behavior regression is not the same as resizing token embeddings not updating outputs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position ID buffer bug and v5 filtering slowdown do not share the same underlying cause." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is strict config loading and the other is a missing field in Qwen vision config." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "`resize_token_embeddings` and Whisper empty-transcription failure after token alignment are different regressions." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug is unrelated to tokenizer behavior changing across versions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for pipeline output is unrelated to unsafe module lookup." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading failure is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence model load failure differs from tokenizer decode-error masking." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen vision config is unrelated to `from_config` text_config unwrapping." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe `sys.modules` access are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to ANSI rendering in loading_report." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion and DeepSpeed deque underflow are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as sam3_video/sam3_tracker config mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to import-time slowdown." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 mm token type defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different concerns." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 Video missing attribute and Qwen3OmniMoe video input validation are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/resized embeddings, but 44466 is a serialization inconsistency while 45335 is a resize propagation bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash-attention `s_aux=None` crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage do not share a code path." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different generation warnings: tied-embedding config vs stale `num_return_sequences` warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656", + "issue:45753" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:44749|issue:45656", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "f339c67d6560836bb1afe9066b3b4f2bbf63b88614f13c92738fd1a6332d0c4c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37327, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, but it is not accurate to describe 42673/43704 as the only duplicate-like pair: the packet also contains a near-identical Qwen3.5 Moe pair (45310/45478) with the same title. 42673 remains a good anchor for the Qwen3ForCausalLM VRAM-leak subgroup, not for the whole cluster.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best anchor for the Qwen3ForCausalLM VRAM-leak subgroup because issue:43704 repeats the same symptom/title; however, the cluster also contains a separate Qwen3.5 Moe duplicate-like pair (45310/45478), so 42673 should not be treated as the sole canonical for the entire cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue for the largest clearly duplicated subgroup in this packet (the Qwen3ForCausalLM VRAM leak thread), with fuller discussion/context than 43704. It is a subgroup anchor rather than a cluster-wide canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: Gemma-4 Zero3 from_pretrained failure vs DeepSpeed optimizer being called twice." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated failures: ZeRO3 deque underflow vs auto_mappings CI breakage from removed Sam3LiteText configs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation internals, but one is missing cache state in chunked prefill and the other is a KV-cache continuation tensor-indexing crash in serve." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import error in image_utils vs tokenizer error handling that hides protobuf-related decode errors; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different triggers: Whisper timestamp decoding crash vs Kimi-K2.5 codec handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but the code paths differ: sync_gpus/update_model_kwargs ordering vs missing cache state during chunked_prefill." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures: tokenizer_config class mismatch vs processor missing files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache bug vs broad upgrade-time import errors; not the same code path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Unrelated issues: missing fields from trust_remote_code AutoConfig vs ESM2 broken workflows." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrading Transformers; distinct symptoms and causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model save failure and Qwen2.5-GGUF loading failure are separate save/load paths." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown after upgrade is not the same as a Qwen3.5 Moe from_pretrained error; different model and failure mode." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video missing attribute is unrelated to trust_remote_code returning configs with missing fields." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade vs optimizer double-step under deepspeed; not the same behavior." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings warning is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision/video issues, but they affect different models and different tensor fields." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Separate import failures: AutoImageProcessor missing vs image_utils import missing." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report vs a specific Gemma-4 Zero3 from_pretrained regression." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe Transformers 5 issue is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling crash are unrelated code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config missing pad_token_id are different model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-Moe, but one is a missing vision-config field and the other is a from_pretrained regression; different fix targets." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same underlying bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; same title/symptom and 43704 looks like a duplicate." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5-Moe family, but one is a from_pretrained error and the other is a missing config field silently dropped by strict; different bug and fix target." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are distinct issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention bugs: sync_gpus kwargs update vs torch.compile branching causing attention-kernel divergence." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures: AutoImageProcessor missing vs HybridCache missing." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different problems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption is unrelated to a specific-image infinite loop in Qwen3_5." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates exclusivity. The packet contains another near-identical pair, issue:45310 and issue:45478, with the same title ('Qwen3.5 Moe from_pretrained error'), so 42673/43704 is not the only duplicate-like pair supported by the packet. The cluster may still be heterogeneous overall, but the canonical-anchor claim needs to be more conservative and acknowledge that additional duplicate-like Qwen pairs exist." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:43504|issue:45561", + "issue:42898|issue:44568", + "issue:42175|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "c60c4989e89e544eb8fd3c3a564fe251961f1637a593ab92a32bc0dbf718e6b9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37053, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: a few items are tokenizer/model-loading regressions, but most are unrelated bugs across training, multimodal, generation, packaging, and test infrastructure. I would not collapse any soft pair as a duplicate, and there is no safe single canonical issue for the whole cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: vitpose model breakage vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is save_pretrained and the other is from_pretrained loading; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing symbols from different modules: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/sync_gpus bug vs a janus image-generation test failure; not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs leftover dummy classes in repo checks." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs router-logits load-balancing loss omission." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation behavior, but one is cache/chunked_prefill and the other is attention kernel divergence under torch.compile." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen-related model compatibility errors; not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs pytest-xdist file race." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading vs test utility file contention." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy BEiT preset loading bug vs pytest-xdist race; no common code path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior change vs mdeberta BOS/EOS token insertion; related area but different bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging vs missing image_utils import are distinct issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization vs Whisper word timestamp decode crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang vs embedding reinit on resize; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config-default bug vs ModelOutput key assignment bug; different objects and code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions with different models and symptoms; not one underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs Qwen2.5-VL import error; different missing imports." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs docstring typo; not a duplicate." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation vs DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained file omission vs Qwen3.5 Moe from_pretrained failure; different fixes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve vs auto_docstring annotations crash; separate subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job status reporting vs DeepSpeed/Adafactor OOM; unrelated training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading/import problem vs BOS/EOS token behavior change; different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different model-internal bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs DeepSeek token IDs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch-count method vs old InternVL2 meta-init incompatibility; 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": 2, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44295|issue:45656", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:39401|issue:44568", + "issue:43479|issue:44913", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "eaad95596ea1baa5e99e1dcf976084f8332bd5965733937a1395f064c1baf2c9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38260, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most soft matches are superficial title similarity across tokenizer/import/save_pretrained/model-config issues, but they do not describe the same underlying bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents a true duplicate cluster here; if forced, issue 43723 is the closest umbrella for the tokenizer-loading regressions, but the set is too mixed to call it canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the broadest and most central representative among the tokenizer-related reports, but it still does not unify the cluster into one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated topics: PEFT version pin vs leftover dummy classes/import leakage." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both concern tokenizer/output behavior, but one is clean_up_tokenization_spaces and the other is a Pegasus v4/v5 generation regression." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/export problems; image_utils symbol absence is not the dummy-class cleanup bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to deepspeed double optimizer stepping." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 moe saving and the other is tokenizer config metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config save/load bug is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config/init failures; multimodal None defaults are not the same as non-persistent buffer junk." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash is a different code path from the auto_docstring future-annotations crash." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but one is FP8 model save_pretrained and the other is processor save_pretrained missing files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues are not the same as missing processor files on save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to the CustomTrainer compute_loss signature break." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting bug and Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to long-OCR index errors in Kosmos2.5." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation adjacent, but one is generic AutoTokenizer loading and the other is Qwen3.5 flash-attention generation." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MLflow not closing failed runs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training reporting bug and embedding reinit bug are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "save_pretrained appears in both, but FP8 moe serialization is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch is not the same as the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model internals, but torch.split indexing and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Two distinct DSA-indexer issues: split-return handling vs missing ReLU." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched apply_chat_template crash is unrelated to the docstring annotation crash." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring and GLM-5 RoPE implementation are not the same underlying problem." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and missing processor save files are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading failure is not the same as eos_token_id mismatch." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision and meta-init remote-code incompatibility are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they target different code paths/models and are not clearly the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are related only at a broad level, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-export/import problems for different symbols and modules." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS token insertion behavior." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Multimodal default-config initialization is unrelated to GPTNeoX rotary_pct reload loss." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3.5 MoE from_pretrained regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:43756|issue:44060", + "issue:42831|issue:44038", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42371|issue:44263", + "issue:43122|issue:44521", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990" + ], + "prepared_review_unit_hash": "5e4377141d04fe6abcbe62d454654bf6e19f9ab692791f17f5a2bea7ac6f7274", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36541, + "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 is highly heterogeneous: a few loose theme overlaps around imports/tokenizers/generation, but none of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both involve loading/saving problems, but one is offline tokenizer cache loading and the other is quantized model saving; different code paths and failure modes." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but 42757 is a specific missing Hub symbol while 45278 is a broad post-upgrade import breakage report." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a tensor split/indexer behavior issue and the other is a docstring problem; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer behavior and tied-weights warning are unrelated model issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and symptoms: FP8 accuracy regression versus a Qwen3-VL-Moe bug report." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env-command breakage and a sentence-transformers import NameError are different failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FP8 is unrelated to a Qwen3_5 infinite-loop image bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and tokenizer decoder-type mismatch are distinct tokenizer issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Transformers.onnx import error and tokenizer spacing after added token are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and DSA indexer tensor-return behavior are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat-template behavior, but one is version-to-version tokenization drift and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback handling and AutoProcessor kwargs forwarding are separate framework plumbing issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stalling for Sentence Transformers and a MacOS bus error with CLIP are different runtime problems." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state update logic and Qwen3_5 recurrent-state reset are not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and incorrect pipeline-parallel output are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "AutoImageProcessor import failure is one specific import regression; 45278 is a broad collection of import errors after upgrade." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallelism output correctness are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Kwargs forwarding in AutoProcessor and chat-template crashes on tool-call assistant messages are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset mapping and failing to load cjvt/sleng-bert are separate tokenizer/model-loading issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading registered buffer position_ids and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and stale auto_mappings config references are different import failures." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenization/chat-template related, but one is version drift and the other is batched padding=False crash; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model-type warning and missing fpn_position_embeddings attribute are different SAM 3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/epsilon discussion for MLA q_a_layernorm and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant masks are different tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label behavior and Gemma 4 mm_token_type_ids defaults are different application areas." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading stall are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:42757|issue:44351", + "issue:45216|issue:45478", + "issue:43066|issue:44779", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "3ebfb32e14a9602d8a31b43ea7a510f067a352e323c13afca972b2648e74d153", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37377, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose set of Transformers v5 regression reports rather than true duplicates. A few pairs are thematically related (tokenizer regressions, import errors, Qwen3.5 issues), but they usually point to different code paths or different model-specific failures.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best represents the import-error regression subset; it is more central than the very specific single-symbol failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor for deduping because it is open, broad, and likely to collect closely related import-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general v4->v5 behavior change and the other is Deepseek-specific incorrect output; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: saving dequantized Ministral/Devstral models vs loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model loading vs tokenizer save metadata mismatch; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe issue vs reading a registered position_ids buffer." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Both involve model I/O, but one is quantized save handling and the other is AutoTokenizer/AutoModel loading with gguf_file; not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Unrelated: tensor-parallel training bug vs multi-label classification example script returning empty results." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are missing different symbols from different modules; separate regressions." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad Qwen/MOE area, but one is a model-loading bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: huggingface_hub is_offline_mode vs transformers HybridCache." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family/version range, but one is save_pretrained producing a bad checkpoint and the other is a from_pretrained error; not enough to say one underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they concern different tokenizers and different symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs incorrect output under pipeline parallelism; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: tokenizer regression vs flash-attention generation failure." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch saving quantized models, but dequantized save failure and FP8 save_pretrained are distinct bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained, but one misses embed_tokens.weight in UMT5Encoder and the other drops kwargs in AutoProcessor/cached_file." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import error in sentence-transformers vs a PyTorch version check issue in flex_attention; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-error reports, but 38617 is one missing symbol while 45278 is a broader upgrade-wide umbrella; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading vs dtype mismatch in bfloat16 inference; different failures." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM-5 family, but GenerationConfig validation and RoPE implementation are separate code-path issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and problems: VitPose import/path breakage vs Ministral-3 FlashAttention failure." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance warning vs missing image-patch helper in GLM46V; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/runtime bugs: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs AuxRequest import version-check bug; not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example script bug vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train(); different problems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script returning empty multi-label outputs vs pipeline translation-task error messaging; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same Qwen3.5/Qwen-related area, but one is a Qwen3-VL-Moe loading issue and the other is a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/Qwen3.5-adjacent model persistence, but FP8 save_pretrained and from_pretrained load failure are not clearly the same bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-extract length helper vs flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 GenerationConfig validation vs a stale warning in paged generate(); different issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions, but they concern different models and symptoms." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-loading/tokenization regressions, but one is generic loading regression and the other is Qwen3 wrong offset mapping; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:42673|issue:43577", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "5f5f82f17a655144ef6335c7a20f170bad2283dd64c8f3e4113a89b34857581b", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "These reports are mostly unrelated across tokenizer, import, model-loading, optimizer, backend, and testing areas. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "No strong canonical duplicate stands out. If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-time import regressions, but it does not clearly subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best cluster anchor because it is open and broadly framed around multiple import failures after a version update, while the others are narrower and largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: tokenizer mapping lookup returning None vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning removed pipeline() is unrelated to the flex_attention AuxRequest import/version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but one is invalid GenerationConfig handling and the other is a Qwen3.5 flash-attention inference failure." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded Qwen3 loading is not the same concrete bug as an isolated reproduction of another issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Package dependency/version bump issue is unrelated to the flex_attention import guard regression." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Distinct v5 regressions: init_empty_weights/_is_hf_initialized TypeError vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to AutoProcessor crashing when torchvision is missing." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utils, but one is a vague bug report and the other is a specific xdist race on captured_info.txt; not enough evidence of the same root cause." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None lookup and Mistral regex patch crashes are separate tokenizer-path failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from different symbols; no sign of a single shared API regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 is a tokenizer output bug, while the other is about runtime special-token/post-processor updates." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing attn projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 checkpoint save_regression are different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in threaded dataloading is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions request rejection is not the same bug as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior warning/setting change is unrelated to FineGrainedFP8 accuracy drift from missing rms_norm_eps." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing-TensorFlow backend error are different subsystems and failure modes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_tracker type warning is unrelated to the MobileLLM key error while loading facebook/MobileLLM-125M." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific image_utils import error may be thematically close, but the broader 'many import errors' report is not enough to prove the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General /v1/chat/completions request handling failure is not the same as the streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong decoder type and changed tokenization output are related to tokenizer v5 regressions but do not appear to be the same concrete fix." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning on bfloat16 models is different from model/qformer dtype staying float32 on BLIP2 load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to the testing_utils.py bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43986|issue:45341", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "f3b62b55831eac313479b29eb450e0c9d09e41e1e640d10e76c6d6072b220ec0", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39090, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically similar but not duplicate-tight: the items span unrelated import errors, model-loading regressions, config/runtime warnings, and training issues. None of the soft pairs appear to describe the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45478 is the best representative of the cluster's recurring Transformers v5 model-loading regressions: it is concrete, versioned, and actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest overall issue candidate because it is specific, clearly reproducible, and closest to the cluster's main loading/regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family problems: missing layer projections vs a from_pretrained failure in Qwen3.5 MoE." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated topics: shard-size documentation/question vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: removal of tie_embeddings_and_encoder_decoder vs unexpected position-id keys." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different subsystems: image-patch counting AttributeError vs MLA rms_norm_eps precision issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-related, but distinct code paths: torch.split behavior vs RoPE implementation." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Different bug classes: broken vitpose models vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A warning during bf16 compilation is unrelated to a model-type mismatch warning." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor is unrelated to PretrainedConfig type-checking changes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention failures in different models/tasks; not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig typing and TensorFlow/tensorboard backend detection are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model failures: weight-shape mismatch vs missing attention projections." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a broader version/MoE incompatibility." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is not the same as failing to load a specific model repo." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of a config field is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A processor crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are different warning conditions with different model/config causes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Model loading without torchvision is unrelated to a max_shard_size question." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related failures: missing image-patch method vs torch.split return handling." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility problem is unrelated to config type checking." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degradation is unrelated to the categorical cardinality runtime error." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import regression." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different packages and symbols." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM issues: layernorm epsilon precision vs RoPE implementation." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next is unrelated to a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures from different modules and symbols." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-field removal is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both touch Qwen variants, but one is a broader loading bug and the other is a missing-layer-0 projection issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to auto_docstring crashes under future annotations." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight are separate loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding-tie removal and offloading/quantization behavior are not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision and tokenizer mapping None are different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Qwen2.5-VL import failure and video-model processor crash are distinct model-loading problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to the isolated reproduction of another 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": 17, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "fd0e67524222420abf982f743f8d4a9a103830c10ddbbc45e73057dd0957da18", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38790, + "estimated_input_tokens": 9698, + "estimated_eval_tokens": 19652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct Transformers regressions or feature/compatibility issues that only share broad theme words like v5, loading, saving, or attention. None of the soft edges look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44483 is the broadest user-facing v5 regression in the set, but the cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue:44483 is the most generic and broadly impactful, though still not a mergeable umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API warning/deprecation vs docs mismatch; same release era, but not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Chat template/task support error vs pipeline serialization; different code paths and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weight on load vs save_pretrained shard sizing question; unrelated save/load problems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support limitation vs GPT2 attention scaling being ignored; different attention bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and root causes." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning during compile vs actual compile failure under SDPA; not the same defect." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 compile warning vs tie_word_embeddings warning; both warnings, but different code paths." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure vs gradient checkpointing in eval mode; unrelated behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized/dequantized save failure vs image-generation infinite loop; different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving vs pipeline object serialization; both saving-related, but not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs degenerate single-label classification loss; unrelated subsystems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Missing Flash Attention support vs Python version compatibility failure; no shared root cause." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs attention scaling ignored; different training vs inference issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; unrelated components." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config attribute missing vs Apple Silicon TypeError in allocator warmup; unrelated errors." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs batched apply_chat_template crash; both v5-facing, but different APIs and code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Compile warning vs compiled flex_attention failure on newer torch; different failure severity and cause." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions not assigned vs GPT2 attention scaling ignored; both mention attention, but not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing huggingface_hub symbol vs missing Transformers export; both import errors, but for different modules/symbols." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions output vs hidden_states=None regression; same model family, different output fields and fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing internal import vs unexpected network access when local_files_only=True; different offline-related problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Loading bug in Qwen3-VL-Moe vs fp8 support request for Qwen3-VL/Qwen3.5 MoE; bug vs feature request." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions endpoint rejection vs assistant tool-call template crash; different layers of the chat stack." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer drop bug vs GLM-5 RoPE discussion; both RoPE-themed, but not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading break vs sorted-state_dict load error; both load failures, but different triggers and models." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling vs Qwen2.5-VL video position-ids bug; unrelated failures." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs Qwen3.5 image infinite loop; different model families and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mention stale return_all_scores vs pipeline save_pretrained failure; documentation drift is not the same as serialization bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config attribute vs missing SAM3 vision encoder attribute; both are attribute errors, but unrelated models." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs pipeline object save_pretrained; both save-related, but not the same code path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load issue vs Qwen3.5 checkpoint regression in save_pretrained; different save/load directions and root causes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation vs invalid GenerationConfig for GLM-5; unrelated model-specific problems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs GPT2 attention scaling bug; no shared underlying defect." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; both are import errors, but not the same broken symbol." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression vs Qwen2.5-VL video position_ids bug; separate v5 regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config missing vocab_size vs patchtsmixer post_init validation; unrelated model/config issues." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug vs pipeline save_pretrained serialization; different subsystems entirely." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python compatibility failures (3.9/3.10 vs 3.14); same general theme, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "bb3cde54d810b0b246451ebf927d6007184e572e23877a8d161fc00e13fd247e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "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 across different models, backends, and version upgrades. I only see one true soft duplicate pair: the import slowdown issues around `import *` in model imports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s general regression/import-failure theme, but it is still not a true duplicate of the more specific model- and backend-level bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it is broad, recent, and closest to the common \"latest Transformers broke things\" pattern across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE-related code, but they are different models and different failure modes (`torch.split` indexing vs implementation divergence)." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute errors, but for different configs and different absent fields; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Completely different subsystems: FlashAttention support gating vs auxiliary loss handling in D-FINE." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is an output field regression in CLIP; the other is a save_pretrained checkpoint-key regression for Qwen3.5." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention code, but the concrete bugs differ: torch.compile branching divergence vs attention scaling ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attribute vs MoE load-balancing loss gating; same broad area, different bug." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different loading errors." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`update()` needing `no_grad` is a specific runtime behavior bug; 45278 is a broad import-error report, not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures; no clear shared root cause." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error vs missing config field in Qwen3_5MoeVisionConfig; not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These both point to slow `import transformers` behavior, and 41669\u2019s `import *` cleanup is a plausible concrete fix for 44246\u2019s intermittent import slowness." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 `torch.jit.script` parsing/indentation issue are different import-time failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated bugs: missing config property vs distributed training state corruption." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are flaky tests, but one is seed-related and the other is an xdist file race; different causes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Model loading with sorted state_dict is not the same as incorrect saved visual encoder keys." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache/update bug is not the same as a broad complaint that Transformers 5.0 breaks many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general `from_pretrained` wording, but different models and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`no_grad` decoration on cache updates has nothing to do with Python-version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "An attention output regression and a `patchtsmixer` post_init policy change are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 loading failure vs Qwen2.5-VL video position-id bug; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are different model-level issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training state bug vs TP load OOM; related topic but not the same concrete problem." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict loading error vs a question about `max_shard_size`; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 FlashAttention generation failure are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output field regression and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness and a Phi-4 multimodal loading failure are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky integration test and a GraniteSpeech CI device-override regression have different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test flakiness and stale auto_mappings references are unrelated CI failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making API calls is unrelated to `AddedToken` argument duplication." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 with issue:44246, is plausibly mergeable as a single import-time performance fix. The other pairs are rejected with appropriately specific reasons, and the representative issue choice is defensible without overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:44075", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "a3b9149a31929f5810e68e6fed853491a05f05de43134eab493b1646a8d60a95", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38441, + "estimated_input_tokens": 9611, + "estimated_eval_tokens": 19478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: many issues share Transformer/v5/loading/import wording but appear to describe different bugs. I only see one soft edge that plausibly points to the same underlying model-loading problem.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43576 is the broadest and most central v5 regression report in the set, with inbound references and cluster-wide similarity to other v5 breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best representative issue because it is the most umbrella-like and high-signal among otherwise mostly unrelated regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading failures, but one is tokenizer loading and the other is checkpoint reload after upgrade; different concrete bugs." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different missing re-exports." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update/no_grad and SGD args not used are unrelated code paths and symptoms." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM from reserved memory and checkpoint reload failure are unrelated regression types." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3.5 Moe are different problems." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch testing, but one is flaky integration tests and the other is a generic testing_utils bug; not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-loading slowdown after upgrade are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 Moe loading regression around from_pretrained / tensor-parallel support in v5.4.x." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading Sentence Transformers and docs confusion for model.forward are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with different failing code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel Qwen3.5 Moe loading and missing deepstack_visual_indexes in vision config are different config issues." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network request suppression and FP8 save_pretrained are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL Moe loading regression and checkpoint reload after version upgrade are not the same concrete failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only behavior and an unrelated issue titled 'racoon' do not match." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and missing image-patch count method are different defects." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading failure and PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related by theme, but not the same bug or code path." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and Pipeline.save_pretrained failure are separate save/load issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated issue titled 'racoon' are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 vision model loading breakage are different model families and failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken transformers env command are different surface areas." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2_5_VLForConditionalGeneration import are different import/CLI problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful relation between the two reports." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils import and broken env command are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache during chunked_prefill and a typo in cache strategies are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated issue titled 'racoon' do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and unrelated 'racoon' issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are different." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import error and compiled-file loading errors are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is cautious and stays within what the packet supports: issue:43576 does have inbound references and several similarity links, and the soft-edge verdicts are generally conservative given only titles/body metadata. The one accepted Qwen3.5 MoE pair also looks plausibly like the same bug family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:41669|issue:43673", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44295|issue:45230", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "5a09bc777a278c4631ae416d05da6b490fa573962f03290c8840cf9c5f7a155e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39356, + "estimated_input_tokens": 9839, + "estimated_eval_tokens": 19934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, model-specific config/load failures, and a few docs/perf issues. The items are related by broad similarity, but they do not look like the same underlying bug/change in most cases, so I would not collapse them into duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, issue:45850 is the broadest umbrella ('Since 5.0 version it breaks too many models'), but it is too generic to be a true duplicate canonical for the narrower bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45850 is the best overall representative because it captures the broad v5 breakage theme that most of the soft-similarity edges are circling around, even though it is not a precise technical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Generic v5 breakage meta-report vs a specific Qwen3.5 chat crash; different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated models and symptoms; MLA config precision issue vs DSA indexer/ReLU discussion." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a concrete save_pretrained missing-files bug; the other is a placeholder generic report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading problem vs tensorboard/TF backend error; not the same code-path." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading behavior, but one is lazy loading and the other is sys.modules access; too different." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox hallucination/output error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Model compatibility issue vs missing tensor-parallel plan; different concrete bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI/env command breakage vs checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision-model output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4 config attribute error is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 upgrade/load regressions, but they describe different model/loading paths and are not clearly the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression vs missing GenerationMixin cache during chunked prefill; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Typo in cache strategy docs/labels is not a v5 model-breakage duplicate." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token field regression is model-specific, not the broad meta issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API change vs cache-strategy typo; no shared underlying bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention many v5 breakages, but one is a broad import-error report and the other a generic complaint; not the same concrete issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs learning-rate scheduler kwargs bug; different subsystems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel/model_init behavior; no common bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading behavior may be related broadly, but these are not the same specific defect." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue vs Qwen3-VL output problem; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention-2 support gap vs vision output bug; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI/env command vs scheduler kwargs; no match." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report; not duplicate." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-performance cleanup issue vs missing exported symbol import error; different problems." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to the generic report." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is model-specific, not a broad v5 regression duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different issue titles and symptoms; one is 2D bbox behavior, the other is a from_pretrained error." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Training hook/model_init behavior vs flash_attention_3 degeneracy; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init allowance issue vs tied-weights key handling crash; different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing removed pipeline APIs vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup/perf issue vs scheduler configuration bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading issue; different surface area." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weights crash; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Completely different model discussions; no shared underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior vs inverse_sqrt scheduler kwargs; no overlap." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "75ca6793cc7dda85c4a1e6508ae64e3b246bbe67ba4710ef100095007ad1a05d", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761590, + "estimated_input_tokens": 190398, + "estimated_eval_tokens": 381052 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 32, + "serialized_chars": 29795, + "estimated_input_tokens": 7449, + "estimated_eval_tokens": 15154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy; the soft-similarity pairs do not look like true duplicates once the concrete bugs are compared. The dominant loose theme is Transformers v5/model-loading/tokenizer regression complaints, but the individual reports target different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the set and best matches the cluster\u2019s loose theme of many v5 breakages across models/loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the strongest concrete representative of the shared regression class: a specific Transformers v5 meta-initialization incompatibility affecting model loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model components and failures: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated subsystems: processor timestamp math vs scheduler keyword handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time package cleanup/performance issue vs a runtime VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation ambiguity vs a concrete model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Different problems: docs clarification vs missing flash-attention import." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model initialization, but one is about Liger Kernel application in training setup and the other is a remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different math paths." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to VRAM leakage." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local file/network access bug vs processor timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug is unrelated to save_pretrained missing files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different code paths: Qwen3VL processor math vs Qwen3ForCausalLM memory behavior." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode than audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Config eps propagation in MLA differs from Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer changes in v5, but one is broad behavior regression and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated unemployment placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash and chat-template/tool-call crash are different APIs and root causes." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy text is unrelated to the placeholder unemployment issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder/non-technical issue is not the same as a broad Transformers v5 regression report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention assignment regression is unrelated to the placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing config field in Llama4Config is unrelated to tied-weight key crash." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is a performance issue, not an import error for a missing symbol." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to processor.save_pretrained file emission." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading speed issue vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance loading issue vs documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request is not the same as a v5 from_pretrained loading error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness is distinct from tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "21e3a71f0c0bd65c709cadf9728c56b6bb17e51d6de26c8457dde6dc6c8133d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different community feature requests in the same general area (model/runtime support) but for unrelated backends: Flash Attention 2 vs GGUF. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #26350 is the more central representative of this cluster because it has substantially higher discussion activity and is the older, broader feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "#26350 is the best issue representative here because it has the most engagement and the topic is a concrete support-extension request, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying changes: Flash Attention 2 support and GGUF support are separate architecture/backend requests with different code paths and implementation goals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "ec7a7fe249462e7a0f339892d8b7cf27e3df5c7231b6e7b35397688de8e12f27", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues all use the same documentation-translation template, but they refer to different languages, so they are not the same underlying task/bug. The Turkish issue is the only concrete one; the others look like placeholder or separate language requests.", + "confidence": 0.9, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific request ([i18n-TR] Turkish). The others are generic placeholders for different languages, so they should not be merged as duplicates of the Turkish task.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best representative because it is specific and actionable, unlike the placeholder/template issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation template, but not the same underlying request: Turkish vs another language placeholder." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same template wording, but they represent different languages and therefore different tasks." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Both are docs-translation requests, but the language target differs, so they are not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Generic language placeholders; no evidence they refer to the same specific language or work item." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template-matched requests only; different language placeholders, so not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder translation issues, but for different languages, so they should remain separate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "e673687f895e0935c0f9afcf686ae3d52b17c7b25d21532482a32d08c4a52732", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the items are all separate model-request issues spanning different models, modalities, and architectures. The high soft similarity is driven by templated wording, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert config vs DEIMv2 support); same request template only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different models and changes." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated models/modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are different model families." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support and the sparse transformer request 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 and Voxtral TTS are unrelated models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different models/tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic RoPE support for BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are distinct modalities and requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; not one code-path fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different underlying changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText are unrelated models." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different model families." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and modalities." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "90fda2da84ff3715f67316d45749179f936f3ac170881cc4e0ad93361a1b1414", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues only share superficial \u201csmall bug in model/config handling\u201d similarity; they describe different models, parameters, and failure modes, so none of the soft links look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43668 is the most broadly representative of the cluster\u2019s loose theme (a concrete API/config correctness bug), but the set is still too heterogeneous to justify a stronger canonical duplicate grouping.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43668 is the clearest, most self-contained problem statement and the most central by similarity, even though it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bugs: Llama4TextL2Norm vs ModernBERTConfig type hint; only generic norm-related wording overlaps." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is Mask2Former ignore_value not being used; the other is kwargs not forwarded to a loss function. Same broad area, different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different subsystems and failure modes; a typo in one quantization attribute is not the same as an unused ignore_value setting." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Both are parameter-related bugs, but they affect different models and different code paths; not the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a model config and tokenizer regex warnings are unrelated problems." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint typo is not the same bug as a quantization attribute typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d7537a911c297ab83e9b32b938ff362639e2ad3647a9d572e95c93d8a308a23c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding mechanics, the other is a request for DeepSeek v3.2 support. They refer to different user problems and different likely code paths.", + "confidence": 0.97, + "canonical_issue_reason": "If a representative must be chosen, issue #41084 is the more concrete technical issue; #43037 is a broad model-support request and does not overlap in substance.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41084 is the better cluster representative because it describes a specific decoding feature/problem rather than a generic support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and problem domains: block decoding vs DeepSeek v3.2 support. No evidence they 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "0fb68af1bb2a9b173c9617c778fa1891a4e9cfa52804cd03f448444d66eff91f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer custom behavior, but they describe different problems: one is about `remove_unused_column` configurability, the other is about FLOPS estimation for custom trainers. They are not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits well here because the two issues target different code paths and user problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a true duplicate; if forced to pick a representative, `Revisit remove_unused_column in Trainer for better customizability` is the clearer broader Trainer customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns unused-column handling and the other concerns FLOPS estimation. Different behavior, different fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "40e0d97fb77b8a0b2489c3aa8f9267e07315879f51947c1e7d0b79ad531e428d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high model-family level, but they request different capabilities for different Qwen variants: one is about registering Qwen3-Omni with generic auto classes, the other is about adding sequence classification support for Qwen3.5. Not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader and more central request: it targets AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, which is a foundational compatibility change.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better canonical issue because it describes a general registration gap rather than a narrower task-specific head support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: model registration for Qwen3-Omni auto classes versus sequence classification support for Qwen3.5. They concern different model variants and different code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "15efe102201ef0e23434d739dcf5af12fba357aecb051706e79084645039133c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three closed issues share the exact title \"huggingface \" and look like duplicates; issue #43835 titled \"Fett\" appears unrelated. I would keep the earliest huggingface report as the canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #43845 is the earliest of the three near-identical \"huggingface \" reports, so it is the best canonical issue among the likely duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No richer issue content is available, but #43845 is the earliest clearly matching report and is the best single issue to retain for the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same problem; only weak similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared target or file evidence; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the \"huggingface\" reports and there is no substantive overlap." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and similar minimal metadata; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; likely another duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no distinguishing evidence; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the exact title \"huggingface \" and are the only plausible duplicate cluster, while #43835 has a different title and no evidence tying it in. The canonical choice of #43845 is conservative because it is simply the earliest of the matching trio. The pairwise verdicts are also suitably cautious, relying only on identical titles and the absence of distinguishing evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "13c6327423b956499c64887bbae323eec5630302f837b284486869ae99214b03", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5779, + "estimated_input_tokens": 1445, + "estimated_eval_tokens": 3146 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5779, + "estimated_input_tokens": 1445, + "estimated_eval_tokens": 3146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-information issue noise/spam, not true duplicates. There isn\u2019t enough substance to merge any pair as the same underlying bug or request.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44418 is the only item with a non-placeholder title, so it is the most usable anchor if one must be chosen; the others are generic spam-like placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most descriptive issue in an otherwise content-poor cluster, but it should still be treated cautiously because the cluster does not show a shared concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder-style title, but no body/context to show a shared underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like titles are not enough to establish the same issue; no concrete evidence ties them together." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a placeholder/spam-like issue and the other is a generic documentation suggestion; no clear shared problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no supporting details; cannot treat them as the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; no evidence of the same underlying topic." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; too little information to merge." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but identical titles alone are insufficient without any issue content showing the same bug/request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete subject matter is visible; the titles do not indicate the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap beyond being closed issues; not enough to call them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "9eb1b482dc991bc2be0dc9c26039713098674912f853eefdefe756a6dd20ee80", + "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 only weakly similar: same title and comparable body length, but no direct body comparison or other hard signals. With deterministic_accept=false, this should be treated conservatively as a non-duplicate soft match rather than an accepted duplicate.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best single representative if one must be chosen: it is earlier and has the only inbound reference, but this does not by itself justify merging the pair as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical title alone plus soft similarity is not enough here; there is no body-level comparison, target, filename, or other deterministic evidence that these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is too strong for the packet. The evidence only supports soft similarity: identical title and similar body length, but no direct body comparison, links, targets, filenames, or deterministic accept signal. The summary also overstates by saying the bodies are likely the same and that there are no distinguishing signals. Canonicalization to #45145 is fine only if the pair itself is accepted, but here the soft-edge verdict should remain conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "8bb320c344d835e1306d73607cde92e67523e8eff5967b31517c17f3b666f9a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module uint8 dtype TypeError from `torch.finfo()`, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45674 is the better anchor because it describes a specific, reusable configuration regression with a clear failure mode and reproduction path. #45672 appears to be a separate Gemma4/audio-module dtype bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the strongest representative issue in this cluster because it is narrowly defined and actionable; however, the cluster itself looks heterogeneous rather than duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and failure paths: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig `llm_int8_skip_modules` / `lm_head` exclusion regression causing AssertionError. Same broad area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "313c85982daf129cf286dc5af6243be86df942233c1215e9ee6683019e0ae5ed", + "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": "Two closed issues with empty bodies and unrelated personal-name titles; they do not appear to describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are low-signal, unrelated entries with no description, targets, or evidence of a shared problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles refer to different people and dates, and there is no body or other evidence 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": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "39e5d44a72d7ed6f82f415b83f1ee459873bc381a21267e8f4b558e71fe31d2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues only share a loose text similarity in their titles and do not describe the same bug, request, or code change. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Unrelated personal-name/date titles with no shared problem statement, code context, or issue target; 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": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "203baefa561837a9b95002ae37334d4facbfe89f7517ecbfa88cacd8f9f60b84", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is about a dataset offering and does not match the example/scraping-service requests, so it should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue covers the whole cluster; the items split into two separate duplicate groups. If one representative must be chosen, 45872 is the strongest because it is the more specific, concrete request and has an exact duplicate in 45873.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best representative issue overall: it is specific, concrete, and clearly has an exact duplicate partner (45873).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: dataset bundle advertisement vs a financial time-series example. Same general finance theme, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle advertisement vs a financial time-series example. Not the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same example request; these are duplicates describing the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance-related examples, but 45872 adds a scraping-service component and is a different request from the example issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request content: example time-series prediction vs time-series plus scraping service. Related topic, not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same reasoning as 45870/45872: overlapping finance theme, but different concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request content: example time-series prediction vs time-series plus scraping service. Not a duplicate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match and matching request content; these are duplicates of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are the only clearly identical pairs by title/body similarity, and 45869 is visibly different in topic. The soft-edge rejections stay conservative, and the overall \u2018no single canonical issue\u2019 conclusion fits the split cluster structure." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ac06a9df45eac5ff5b496a9d92ed1b7cd35c8742965aa1ddc4cdaa2c2378e01f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35208, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35208, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad technical similarity; the only clear duplicate pair is the two loss-function fixes for `fixed_cross_entropy` (43251 and 43254).", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the cluster: it mixes model additions, docs, tokenizer utilities, a test-only change, and unrelated refactors. If a representative PR is needed, 43251 is the best anchor because it is the most concrete, issue-linked fix in the set.", + "best_issue_reason": null, + "best_pr_reason": "43251 is the strongest representative because it has an explicit issue target, a narrowly scoped code-path fix, and the clearest bug explanation. It is still not a duplicate of the other PR topics.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are open-ended PRs touching different subsystems (model addition vs export test). They do not fix the same concrete bug or implement the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer helper methods for Mistral common and adding a new MobileLLM model are unrelated changes; only superficial model/code-generation similarity." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer API addition and an executorch dynamic-shape test are different fixes with no shared underlying code-path issue." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "These address different processor/model-pretrained concerns versus adding a new model; broad processor-auto similarities are not enough." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs plumbing and a new model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "One is a cross-entropy helper fix; the other is a Mistral4 test/modeling update. Different code paths and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export testing and Mistral4 test fixes do not target the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A dynamic-shape export test and a new model addition are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support and config-resolution ordering in `modeling_utils` are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition versus Falcon output-interface refactoring are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition and a meta PR about creating a model skill are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model support and docs for audio/video processors are different deliverables." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactoring and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "A model refactor and a model-creation skill PR do not address the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/modeling work and the `layrnorm` spelling fix are different changes with different targets." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test fixes and processor docs updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "A model-specific test fix and `cls.config` resolution ordering are not the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model test fixes and the model-creation skill PR are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A concrete model implementation and a draft skill/tooling PR are not duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition versus metaclass/config resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "Model addition and docs for adding processors are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 work and the `layrnorm` -> `layernorm` renaming fix address different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Test/modeling fixes for Mistral4 and docs for audio/video processors do not share an underlying bug or implementation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "These are not the same change: one is model-specific bug fixing, the other is a model-creation skill PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `src/transformers/loss/loss_utils.py` by exposing supported `cross_entropy` kwargs, and they plausibly collapse into one mergeable PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-similarity pairs. The lone accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and the near-identical `fixed_cross_entropy` kwargs fix. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "33484e151c7c9a6cc030101d7d47acae03c8c9c68319f28eb17dcd6284374aa0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests overlap on VibeVoice integration, but they are not duplicates: one is the base model implementation, the other adds a separate realtime/acoustic-tokenizer feature set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader core codepath; PR 42781 is a follow-up realtime extension with additional tokenizer/generation work.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the main VibeVoice integration effort because it covers the core model addition rather than the narrower realtime variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files reflect a common subsystem, but the change sets target different concrete features: core model support vs. realtime/acoustic-tokenizer functionality. They do not look like the same mergeable fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "f70dc0e290948b9a3064ef8e59b07aad2328152c7a203ec3271799fc72cfd197", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that add unrelated features in different model families: TimesFM covariate forecasting and DINOv3 image classification support. They are not duplicate changes and should be triaged separately.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better standalone candidate: it is narrower, self-contained, and clearly targets one concrete capability addition for DINOv3 image classification.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs address different code paths and different models. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image classification support. They are not the same underlying bug or change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "b24793b192df542ebc29cb4e69323ef1859e4d19143d5486cc889915ff4a8fba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition integrations, not duplicates. The soft edges are based on shared Transformers boilerplate and docs, but each PR targets a different model family and code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the most active and most complete-looking integration, so it is the best representative PR in this cluster; however, it is still a distinct Kimi2-6 addition, not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR vs Isaac are different model families with different configs, model files, and tests; shared registry/docs edits are boilerplate only." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are unrelated model additions. They touch similar Transformers registration paths, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "e36c5eca9e1ae0ee6b8b4f3fbaf9a41183ff96b69d9e8f3b3ca691d774c0123b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one is a broad GitHub Actions update for Node 24 compatibility, while the other is a separate bump of docker/build-push-action to v6 and other latest-action updates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it captures the broader workflow-action upgrade theme and touches many of the same CI files; PR 42976 is a narrower, separate action-version bump focused on Docker-related workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best cluster representative: its scope is broader, its title matches the shared maintenance theme, and its changes span multiple workflows rather than a single action family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Overlap is at the general level of GitHub Actions maintenance, but the concrete changes differ: 42975 targets Node 24 compatibility across many workflows, while 42976 upgrades docker/build-push-action and a few other actions. They are not the same underlying bug/change and would not plausibly merge into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "6a4f499bd430bbe1fe7e8f72f90cc69bbf5a805c2f71583669b77cee4f7caff7", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly superficial similarity: several unrelated model-addition PRs plus one distributed loading PR. They share scaffolding files like docs/toctree and auto-mapping code, but they do not describe the same underlying change or bug, so none should be deduplicated together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic scaffolding, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions for different architectures and codepaths; not the same underlying PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with no shared bug or implementation target." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Both are model additions, but Molmo and Molmo2 are distinct model families/versioned implementations, not one fixable change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model implementations; overlap is only in shared registration/docs files." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions with different modeling and processing code." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio is an audio model PR, while PP-OCRv6 is OCR/text recognition; these are clearly different changes." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is infrastructure work, not the same concrete change as adding PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families; shared registry/docs edits do not indicate a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:45892" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:45892", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45892", + "pull_request:44815|pull_request:45892" + ], + "prepared_review_unit_hash": "7f81db2fde889c0c135c9a8677c76b085daf72798857e1a84de7230602eeafa2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10136, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10136, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated pull requests that only loosely resemble each other because many are titled generically as \u201cfix\u201d. The only substantive code fix is the FP8 dequant/loading change; the others are a Whisper tokenizer/test adjustment, a pair of placeholder test edits, and a DeepSeek V4 attention/top-k correction.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR across the cluster; if one must be selected, PR 44815 is the most substantive and concrete code fix, while the others address different models or are test-only noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it changes core loading/FP8 quantization code with a clear technical purpose; the other PRs are unrelated or not meaningful duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different artifacts: Whisper tokenizer/test behavior vs CLIP/ViT test placeholders; no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding/test changes are unrelated to FP8 dequant/loading logic." + }, + { + "left": "pull_request:43291", + "right": "pull_request:45892", + "accept": false, + "reason": "Whisper decoding fixes and DeepSeek V4 top-k/casual attention logic are separate model-specific issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT PR is just placeholder test edits, not the same underlying bug as the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45892", + "accept": false, + "reason": "Unrelated: placeholder model tests vs DeepSeek V4 attention bug fix; not mergeable as one PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:45892", + "accept": false, + "reason": "Both are code fixes, but they target different subsystems and distinct failure modes (FP8 dequant vs DeepSeek V4 top-k selection)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "8a3a4635a8d023b90dfb9487586f2c40f24ef8081125d122b2cd10b842b82bd6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both intentional '[don't merge]' PRs, but they target different areas: one tweaks packaging/versioning and a Vit test, while the other changes CI/workflow logic plus testing/utilities. They do not look like the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative because it is broader and more centrally about CI/test harness behavior, whereas #43488 is a smaller packaging/version/test-bot formatting tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the more substantial exemplar in the cluster and has stronger discussion/review activity, but it is still not a duplicate of #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap is only a shared Vit test file; #43488 is about setup/version/dependency metadata, while #43532 modifies workflow and test infrastructure. They are not the same concrete bug/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "df5183c79921782e4b6a112c23709d7bbd7e6c81649356ed1509b232b20077ce", + "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 related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share a pipeline/docs/test scaffolding pattern, but they target different tasks and model integrations, so they should not be collapsed as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: different underlying changes. 43612 adds Promptable Concept Segmentation centered on SAM3, while 43613 adds Promptable Visual Segmentation with EdgeTam/SAM/SAM2/SAM3-tracker support. Shared docs/pipeline infrastructure is not enough to treat them as the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "82d29de3f6202cb713a648b8178b23604dbf121b6d8b98311cc8eea8573b0e3b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different Trainer customization PRs touching the same file but fixing unrelated behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative if one must be chosen: it addresses a concrete training behavior change with a clear bug-fix motivation and a self-contained code path in training_step.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster because it targets a specific runtime loss-scaling issue and has the clearest functional impact; PR #43663 is a separate refactor/extension point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They affect different Trainer subsystems and different code paths: #43651 changes gradient accumulation loss scaling, while #43663 changes how signature columns are computed for column filtering. Same file and soft similarity are not enough to treat them as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "8f7c2cf65ef8a71657dd47c0bb085d1c77367ec8751047dd2cf989730021eaa0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs all touch `src/transformers/cli/serve.py` and are related to TypeAdapter/typing fallout, but they are not the same change. The narrowest, most concrete fix is the pydantic-import guard in PR 43842.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused fix: it directly addresses the `TypeAdapter` NameError when pydantic is unavailable by moving the import under `TYPE_CHECKING` and stringizing the annotation. The other PRs are broader or tackle a different typing/runtime-annotation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the cluster because it fixes a single concrete runtime failure in the serve CLI with minimal scope and clear issue linkage. It is the easiest to merge independently without dragging in unrelated typing cleanup or refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related symptom, but the fixes are not the same concrete change: 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards the pydantic `TypeAdapter` import. They would not naturally collapse into one PR." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared issue target and subsystem are not enough here. 43836 appears to bundle a much larger `Serve` refactor plus typing changes, whereas 43842 is a narrow runtime NameError fix. Different scope and merge shape, so not a duplicate PR pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "35a02b4726b65e0efeb5d21422f793a893ac04e47d340c8878cb85a933eb6d70", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of model-specific refactors for standardized output tracing under umbrella issue #43979, not a set of true duplicates. The clear duplicate-like matches are the GPT-Neo pair and the GPT-J/CodeGen reroll pair; the rest touch different model code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43979 appears to be the umbrella tracking issue for the standardized output-tracing refactor across models, and most PRs in this cluster explicitly point to it.", + "canonical_pr_reason": "PR #44722 is the best cluster representative among the PRs here: it is an explicit #43979-linked GPT-J/CodeGen refactor and directly overlaps the earlier GPT-J/CodeGen refactor in #44066.", + "best_issue_reason": "As the shared tracker for this refactor wave, #43979 best represents the underlying work across the cluster.", + "best_pr_reason": "PR #44722 is the strongest representative of the repeated GPT-J/CodeGen output-tracing change, with direct overlap to #44066 and the broadest concrete code-path coverage among the near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and files; sharing the umbrella issue is not enough to make these the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and files; both are output-tracing refactors, but not the same concrete code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both involve GPT-J-related output tracing, but the evidence is not strong enough to treat them as the same PR change, especially with the title/file mismatch on 44085." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures and implementations; same umbrella refactor theme only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); not mergeable as one concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and files; same standardized tracing pattern, but distinct changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; shared issue target alone is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; same refactor motif only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and files; these are separate output-tracing migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file set and look like rerolls/duplicates of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families (GPT-J/CodeGen vs GPT-Neo); not the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Same umbrella issue, but different model code paths and separate refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths; not a duplicate change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and files; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same issue target is too broad." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate refactors in different model stacks." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are unrelated implementations; not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different code paths and not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and files; same standardized tracing theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and files; not the same concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR are unrelated code paths; same general output-tracing theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model files and different model stacks; no evidence of one underlying change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor are separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "Different model families; same output-tracing modernization theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "The shared file name is not enough here; the metadata/title mismatch makes this too uncertain to merge as the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44101", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and files; not the same code-path fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT are separate model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "Different models and files; only the issue target overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "Different models and code paths; same issue target only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-J/CodeGen vs LongT5 are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT are different concrete implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs SegFormer are different code paths; same umbrella issue is too broad." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are distinct model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are separate refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5 are different model stacks." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo are different model families and concrete implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT are separate changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are different model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5 are different concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are unrelated model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT vs LongT5 are separate model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer are different model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44074", + "accept": false, + "reason": "CVT/FNet vs TextNet are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa-v2 are separate model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 vs TextNet are different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; this looks like a reroll/duplicate of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Despite shared GPT-J file overlap, the metadata is inconsistent and the evidence is not strong enough to merge them as one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs ViT-S are different model stacks; same tracing theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen are unrelated concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: #43979 is a plausible umbrella issue, and the only clearly duplicate-like pairs are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen pair (44066/44722). The other soft-edge rejections stay conservative because they cross model families or lack enough evidence to treat as one concrete bugfix. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "e1357c3406fe648bc61fcb38129247bd776a4370a3c5624af98acbdf1914776f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs migrating different architectures to standardized output tracing/capture utilities. They are thematically related but not duplicate fixes for the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a clear standardized output-capture refactor, and a substantial implementation in a single model code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best overall representative because it is the only item tied to an explicit issue and it clearly exemplifies the output-tracing migration pattern in a concrete model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad migration theme, but VisualBert and TextNet are separate model-specific refactors with different code paths and tests/outputs." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated model code paths; this is not one mergeable duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct per-model refactors; they share the utility migration pattern but not the same concrete behavior or code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different models with separate output-handling implementations, so they are not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SpeechT5 has an explicit issue-driven refactor and different output-capture logic than SqueezeBert; same theme, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "397536740f9cd7c6b8796fbc95662c7a6f781ca55c789256f9002c4a741fbb41", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-specific \"refactor output tracing\" PRs with similar mechanics, but they touch different code paths and should not be deduplicated into one change set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster: it applies the output-tracing refactor in a focused way across two closely related depth-anything files.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative PR because it is cohesive, scoped, and clearly illustrates the recurring output-tracing migration pattern without extra cross-model noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `vision_text_dual_encoder`); only superficially similar output-tracing cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families (`timm_backbone` vs `univnet`); not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate implementations with different tracing changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`timm_backbone` vs `rwkv`); similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated targets; 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same tracing helper, not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate models; similar refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths (`univnet` vs `mamba/falcon_mamba`); not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`upernet` vs `rwkv`); shared helper migration only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths with different tracing behavior." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models; 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not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); same refactor style only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are different concrete implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths (`speech_encoder_decoder` vs `rwkv`)." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model families and files; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths (`superpoint` vs `dpr`); only the helper refactor is shared." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model families; 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": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "8bae6a0a97fee7fa9585b810ee880ac66ca3ca487de4eb9d13709526cb7ce728", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-addition work with similar Transformers boilerplate, but they implement three different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is broad infrastructure and docs, not the same underlying change, so none should be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request adds a different model and code path, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication purposes; the shared files reflect standard model-registration scaffolding rather than one common fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Both add new model integrations, but for different models (PenguinVL vs Voxtral TTS) with different implementations and tests. Shared auto/docs registration is generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions. The overlap in registration/docs files is expected for new model support and does not indicate one concrete bug or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different model families and different functionality. They share Transformers plumbing files, but they would not plausibly be merged as one PR fixing the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "dc4db01d63ddde9a0a638ae68e1df7845ecbff4a91d9090af3727df360aec968", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in the same general fusion effort, but they are not duplicates: #44979 introduces a standalone Module Fusion API and tests, while #45363 wires kernel-config-driven n-to-1 fusion into model loading and integrations, plus an example. Different scopes and code paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the broader, more user-facing feature PR and appears to build on fusion concepts across multiple files; #44979 is a lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative of the cluster because it spans the actual end-user kernel fusion workflow, not just the underlying API layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related but not the same concrete change: one adds the module fusion API, the other implements KernelConfig-based n-to-1 fusion integration and an example. They would not be merged as one PR without conflating distinct layers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "65b5055f83e5add8a70e63f4cf9e72a0344f8b831a038851ab7938d143f72908", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also includes test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest standalone PR: same concrete bug fix, plus tests, so it best represents the underlying change for triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same code-path bug in `_patch_mistral_regex`, same explicit issue target, and the diff is effectively identical aside from added tests; these are duplicative PRs that could be merged into one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "96d18958e03069d956cf2142fbceb72bff8a5fa9ee251b3303f907bc5b02424b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they target different changes: #45115 is a conversion-mapping/refactor PR for NemotronH naming and inheritance, while #45569 is a broader architecture update that splits NemotronH into dense/sparse variants with docs, auto-mapping, and tests. They overlap in files, but not in the same concrete fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates auto mappings, documentation, and tests, so it best captures the main refactor direction of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single representative because it covers the larger end-state model reorganization, whereas #45115 is a narrower supporting refactor around conversion mappings and class naming.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: they share NemotronH files, but #45115 is about checkpoint/conversion renaming and GraniteMoeHybrid-style inheritance, while #45569 is a broader split into nemotron_h_dense/nemotron_h_sparse with docs and tests. Different concrete changes, not one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "8439aaed710fe5566579586317a744fe46e9e49503da8ed906f78991061ed2d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer configuration support, while the other adds heterogeneous model/runtime support built on top of that config machinery. They share infrastructure files, but they are different changesets and could reasonably be merged separately.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more central integration patch for heterogeneous support and touches both config and modeling paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster since it spans the larger end-to-end heterogeneous model support work and has the wider impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related infrastructure, but not the same underlying change: #45333 focuses on per-layer config support, while #45332 implements heterogeneous model/runtime behavior. They could be split into separate PRs and are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "0bfbe8f8674ce6b9b69ee3d33bb4a3f8af66dcbcb80ae42e95dd0e239d26a163", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they address different changes: PR 45415 is a broad type-checking sweep/config cleanup across many files, while PR 45425 adds new typing protocols/aliases and targeted modeling utils support. They are not the same underlying fix and would not plausibly be merged as one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, code-level typing change; PR 45415 is a broader repository-wide type-checking sweep and config adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing abstractions used by runtime code, whereas PR 45415 is mostly enabling/cleaning type checking across many files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Same broad area (typing), but different underlying changes: one is a large type-checking sweep/config relaxation, the other adds new typing protocols and helpers. Not the same bug or fix 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": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-3", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45817|pull_request:45843" + ], + "prepared_review_unit_hash": "6a0dd8435d73c0ff795768540c625ac35ab3e6926d3b929fc47c671c99ee5377", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-parallel fix PRs for different models, not duplicates of the same change. The shared theme is broad, but each patch addresses a model-specific code path.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the clearest representative: a focused Gemma4 model-parallel fix with concrete device-placement/no-split-module changes and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the best overall representative because it is self-contained, clearly scoped, and directly fixes a concrete model-parallel bug rather than bundling multiple model-specific tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but for different architectures and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Same broad theme, not the same underlying bug." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 and Deimv2 have distinct model-parallel implementations and fixes; the patches are not plausibly mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f0eb19616603f98abd7acba26d9e7a15e608dc423d049e4aa5869ce104e0de23", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "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 parallelism loading, but they fix different failure modes and code paths: one is about preserving/discovering EP config during Accelerate + ZeRO-3 loading, the other about preventing expert params from being overwritten during FSDP2/rank-0 broadcast. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45662 is the more concrete fix for a specific loading bug in the model-loading path, with direct code changes to post-shard wrapping and related EP handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and fixes: serialization/config handling for Accelerate + ZeRO-3 vs. param overwrite during FSDP2 broadcast. Shared subsystem alone is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "aee4c1b5f3bfa37728258a5d0f9271a87a2beae1c4e67b2a0b48777feb1bc9c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem tied to issue #45561. PR #45645 is the broader, more complete fix and likely subsumes #45639\u2019s library-side change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45561 is the shared explicit target for both PRs and appears to be the single underlying bug they address: xdist-safe handling of captured_info debug artifacts.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the testing_utils fix plus CI workflow changes to aggregate multiple captured_info files, making it the more complete end-to-end solution.", + "best_issue_reason": "The issue is a clear shared tracker for the same bug, so it is suitable as the canonical issue for both PRs.", + "best_pr_reason": "PR #45645 is the strongest representative because it covers both the code-path fix and the artifact-consumption path in CI, whereas #45639 is only the smaller library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 appears to extend and subsume the fix in #45639, so they are duplicate/superset candidates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45858-2", + "nodes": [ + "pull_request:45858", + "pull_request:45890" + ], + "soft_pairs": [ + "pull_request:45858|pull_request:45890" + ], + "prepared_review_unit_hash": "a15a8f282ec0e52451b9175c8339db12bc4921033323952d4470bd258c1ea078", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4139, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4139, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are model-specific test expectation updates for XPU, but they target different models and different test files, so they are not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45890 is the better representative because it adds an XPU-specific deterministic guard plus expectations in a self-contained model test; #45858 is similarly scoped but for a different model, so neither subsumes the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Different model families and different test files; both are XPU expectation updates, but they do not fix the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/manifest.json b/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d3db6b34b93b552e8364629561f08f58f27c387c --- /dev/null +++ b/snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260511t180035z", + "artifacts": { + "hybrid": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-11T18:08:18Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260511T180035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260511T180035Z/manifest.json b/snapshots/20260511T180035Z/manifest.json index 87ea7f2156e8958399a1fd84d9d21145094d93be..2e2533362ed49ef54c6eee92150c871235a7934e 100644 --- a/snapshots/20260511T180035Z/manifest.json +++ b/snapshots/20260511T180035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1440 }, "extracted_at": "2026-05-11T18:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260511t180035z", + "runs": { + "hybrid-model-20260511t180035z": { + "analysis_id": "hybrid-model-20260511t180035z", + "artifacts": { + "hybrid": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/manifest.json", + "model": null, + "published_at": "2026-05-11T18:08:18Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260511T180035Z", "watermark": {