diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 67985ead177ba9b0c549c5ac9d94d4d076262151..19964196b99d72e75e7441f20e8c0decfe68d2dc 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": "20260507T180032Z", - "generated_at": "2026-05-07T18:15:18Z", + "snapshot_id": "20260508T000035Z", + "generated_at": "2026-05-08T00:10:09Z", "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 +1682,360 @@ ] } ] + }, + { + "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 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44646-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44646, + "issue_numbers": [], + "pr_numbers": [ + 44646, + 45824 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44646, + "right_pr_number": 45824, + "code_similarity": 0.216, + "size_similarity": 0.2, + "file_overlap": 0.2, + "area_overlap": 0.0, + "patch_similarity": 0.771, + "shared_filenames": [ + "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "left_ranges": [ + [ + 1473, + 1479 + ], + [ + 1496, + 1502 + ] + ], + "right_ranges": [ + [ + 1407, + 1413 + ], + [ + 1430, + 1436 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", + "left_ranges": [ + [ + 1162, + 1168 + ], + [ + 1185, + 1191 + ] + ], + "right_ranges": [ + [ + 1170, + 1176 + ], + [ + 1193, + 1199 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -1730,7 +2083,7 @@ 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 +2102,24 @@ "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-44646-2", + "canonical_pr_number": 44646, + "duplicate_pr_numbers": [ + 45824 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44646-2 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 157dde841372e53d4d860a35a60009ccd3b18607..15d7d5ee135e822a55d02db2c34da4bd0e7f275b 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": "20260507T180032Z", - "generated_at": "2026-05-07T18:15:18Z", + "snapshot_id": "20260508T000035Z", + "generated_at": "2026-05-08T00:10:09Z", "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": [ @@ -211,12 +211,12 @@ "issue:41093|issue:41762", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "4e6e0c564e595ce3fc17e751b7a18c8d21179db354780118a45600bcfa696389", + "prepared_review_unit_hash": "d1423407a902ab6ca3f2268005e59dd648d0556914443bb7fb951f9b18f1ef46", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -224,7 +224,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 71, - "serialized_chars": 48869, + "serialized_chars": 48871, "estimated_input_tokens": 12218, "estimated_eval_tokens": 24692 }, @@ -233,327 +233,399 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated transformer/model issues. Only one soft pair looks like a true duplicate: the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports. The rest are similar at a high level but point to different models, code paths, or documentation edits.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds bug and is broader than the narrower non-pretrained BERT repro in issue:43638.", + "summary": "Mostly heterogeneous. The only well-supported duplicate pocket is the DeepSpeed ZeRO-3/BERT loading crash between issue:43596 and issue:43638; the broader mask/tensor-shape IndexError links are weaker and not strong enough to call a duplicate cluster.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the ZeRO-3 BERT loading crash: it has the exact index-out-of-bounds failure and a near-verbatim follow-up in issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 best captures the duplicated underlying failure mode and is the better umbrella report for that subgroup.", + "best_issue_reason": "issue:43596 is the best overall representative because it is concrete, reproducible, and has the strongest duplicate evidence in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming chat/completions failure; different code paths." + "reason": "Same family name (Qwen3.5), but the failures are a config-attribute crash vs a streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different failures and platforms: GPT-OSS on AMD GPUs vs an MPS histogram/int issue in MoE." + "reason": "Different backend/runtime problems: AMD GPU device support vs an MPS histogram-op issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to GPT-OSS failing on AMD GPUs." + "reason": "Both are model/runtime bugs, but they hit different code paths and have different symptoms." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS GPU compatibility." + "reason": "Autocast dtype mismatch is a different failure than the AMD GPU-specific error." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and symptoms; one is AMD GPU failure, the other is an invalid method call in GraniteMoEHybrid." + "reason": "Different models and different failure modes; no shared concrete bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is a different model/path than GPT-OSS on AMD." + "reason": "Both are model-load/runtime issues, but the actual error paths do not line up." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failures; export to ONNX vs Qwen3MoE FineGrainedFP8." + "reason": "ONNX export failure and FineGrainedFP8 loading failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cudaErrorAssert are different bugs." + "reason": "Different model families and different runtime failures." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed references and different pages, so not the same change." + "reason": "Both are docs edits, but they target different removed APIs and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug vs GenerationMixin import regression are unrelated." + "reason": "ModernBERT export and GenerationMixin import failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch during indexing is not the same as Gemma4 PLE device-map forward mismatch." + "reason": "Mask-shape IndexError and Gemma4 device-map mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are ZeRO-3-related index errors, but the reported shapes/symptoms and model contexts differ enough to avoid merging." + "reason": "Both are IndexError-style reports, but the model context and failure signatures differ too much." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad zero-sized-indexing area, but this is a different mask-shape mismatch bug." + "reason": "ZeRO-3 BERT loading crash vs generic mask/tensor-shape mismatch is not the same bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Index/mask shape mismatch and GPT-OSS TP-only failure are different issues." + "reason": "Generic mask-shape IndexError and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different model/training stack failures; mask-shape error vs Qwen3.5 embedding unpacking." + "reason": "The errors and model paths differ; this is not a clear duplicate." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + "reason": "BarkProcessor voice preset and ModernBERT export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention distributed training, but the underlying errors and models differ." + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a loading index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT index-0-out-of-bounds bug; 43638 is just a narrower repro of 43596." + "reason": "Near-verbatim ZeRO-3/BERT loading crash with the same index-out-of-bounds failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both mention model output differences, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." + "reason": "DeepSeek detokenization and LoRA merge/save-load mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS MoE tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross-entropy invocation is unrelated to the GPT-OSS tensor-parallel issue." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save output divergence." + "reason": "Different model/runtime failures with no shared concrete fix." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is a different distributed-training bug from a mask-shape indexing error." + "reason": "Activation-checkpointing/FSDP recomputation and mask-shape mismatch are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed-related training errors, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + "reason": "Both are distributed-training errors, but the concrete failures are different." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different symptoms and stacks: ZeRO-3 BERT init error vs GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are different bugs." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing tensor recompute mismatch is not the same as a CustomTrainer signature regression." + "reason": "FSDP checkpointing mismatch and trainer signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Unrelated failures in different training modes and models." + "reason": "Different models and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid method call are different bugs." + "reason": "Image-preprocessor dtype mismatch and invalid method calls in GraniteMoEHybrid are not the same bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." + "reason": "Both mention sliding-window behavior, but the missing config field and tokenizer-patch crash are different issues." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS TP-only failure." + "reason": "Autocast dtype mismatch and tensor-parallel routing failure are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel routing are different code paths." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel CE call and Qwen3.5 embedding unpacking are unrelated." + "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel issues are different code paths." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and BERT ZeRO-3 index error are similar superficially but not clearly the same bug." + "reason": "Same broad ZeRO-3 loading symptom, but different model context and no strong evidence of one bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they refer to different removed content and different documentation locations." + "reason": "Both are docs issues, but they cover different removed commands/API references." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl embedding video StopIteration." + "reason": "Different model-specific problems with no shared failure." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model families and failure modes: autocast dtype mismatch vs MPS histogram implementation error." + "reason": "Autocast dtype mismatch and MPS histogram-op support are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration is unrelated to the MPS histogram/int error." + "reason": "Qwen3-vl video StopIteration and MPS histogram error are different bugs." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime paths; Liger Kernel cross_entropy vs autocast dtype mismatch." + "reason": "Liger Kernel cross-entropy and autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collective mismatch and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer keyword-arg change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Kernel dispatch to cross_entropy and mask/tensor shape mismatch are different bugs." + "reason": "Different subsystems and different error classes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs drift and transformers run-command docs drift are separate documentation fixes." + "reason": "Different docs topics; not the same change." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 index errors, but Gemma3 and BERT repros do not look like the same underlying bug." + "reason": "Both are ZeRO-3 loading crashes, but the models and failure context differ too much to merge as one bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Different model/config failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." + "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH load failure are distinct problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 loading test failure and Ovis2 checkpoint corruption are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both touch sliding_window concepts, but the models and missing fields differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "The generic mask-shape IndexError is a different failure from the ZeRO-3 BERT loading crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BERT loading and torch/transformers incompatibility are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral weight tying and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Sliding-window config issue and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure and MPS histogram-op error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure and MPS histogram-op issue are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import regression and Gemma3 sliding_window attribute regression are separate failures." + "reason": "GenerationMixin import error and sliding_window_pattern attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template compilation error are not the same bug." + "reason": "Processor failure and template-node compile error do not look like the same issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask/index shape mismatch and Gemma3 ZeRO-3 index-out-of-bounds are different tensor-shape errors." + "reason": "Both are IndexError-style loading failures, but the error messages and models differ." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:43596 and issue:43638, is well supported by the titles and the broader ZeRO-3/BERT index-out-of-bounds context. The other soft-edge verdicts are mostly careful negative calls based on clearly different models, failures, or documentation scopes, without overstating evidence." + "accept": false, + "feedback": "The ZeRO-3/BERT duplicate call on issue:43596 and issue:43638 is well grounded and conservative. However, the summary overstates the evidence by claiming a second 'clear duplicate pocket' for the generic mask/tensor-shape IndexError pair; the packet does not support that as clearly as the ZeRO-3 pair, and your own verdicts mostly reject those links. Tighten the summary to only the supported duplicate pocket(s)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -566,8 +638,8 @@ "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-15354-389", "nodes": [ @@ -661,7 +733,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -1000,12 +1072,12 @@ "issue:43638|issue:45823", "issue:43257|issue:43866" ], - "prepared_review_unit_hash": "ca0e1deb131b97440c5898aecc2dfe4b732fdcfd134579919a60c7d712c7a241", + "prepared_review_unit_hash": "d6e0745584b176e16ff7519814165fd50d4b17d7ebeb286bc3664e68cfc947fa", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -1013,237 +1085,225 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38119, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regression reports. Only a couple of pairs look like true duplicates; most are merely broad thematic neighbors (same model family, same compatibility area) but not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest and most central issue here: it captures the general remote_code regression theme that several other loading/compatibility reports seem to orbit around.", + "summary": "This is mostly a heterogeneous cluster of loading/regression/model-specific issues, with only a few likely duplicates: remote_code config loading, SigLIP2 implementation mismatch, and v5 docs cleanup.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the broadest open issue and the best umbrella for the remote_code loading regressions; the rest are either narrower manifestations or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, broad, and closest to the recurring version-compatibility/loading-breakage pattern in this set.", + "best_issue_reason": "issue:45020 is the most central and reusable issue in the set: open, broad, and likely to subsume the closest related regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: custom trainer API mismatch vs ZeRO-3 load-time index error." + "reason": "Different failure modes: custom trainer API mismatch vs ZeRO-3 loading IndexError." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Unrelated: missing AutoImageProcessor import vs torch/Transformers version incompatibility." + "reason": "Import/export error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different code paths: Voxtral AutoTokenizer error message vs Molmo tied-weights attribute error." + "reason": "Voxtral AutoTokenizer error and Molmo tied-weights error affect different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are compatibility-type errors, but the specific failure modes are unrelated." + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are separate backend issues." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is lower embedding quality; not clearly the same bug." + "reason": "Both are SigLIP2-related, but the reported symptoms are too different to confirm the same underlying bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model loaders and different failures; only broad load-error similarity." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to glm-4v-9b loading failure." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding regression vs generic tokenizer behavior changes." + "reason": "SigLIP2 embedding quality issue is unrelated to generic tokenization changes." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is LoRA gradient checkpointing and the other is int4 reserved-memory/OOM behavior." + "reason": "Gradient checkpointing/LoRA inefficiency is not the same as int4 quantization reserved-memory OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise/warnings vs a specific model load failure." + "reason": "Generic loading noise/warnings are not the same as a specific model loading failure." }, { "left": "issue:43643", "right": "issue:45020", - "accept": false, - "reason": "Related theme, but 43643 is a specific AutoConfig missing-fields bug and 45020 is a broader remote_code regression report." + "accept": true, + "reason": "43643 is a specific trust_remote_code/AutoConfig missing-fields regression; 45020 is the broader remote_code breakage umbrella." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy manifesting as degraded outputs versus the original JAX behavior." + "reason": "Both describe the SigLIP2 HF-vs-JAX implementation discrepancy leading to degraded outputs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer/detokenization regression vs import_utils flash_attn KeyError; unrelated." + "reason": "Tokenizer detokenization regression is unrelated to a flash-attn import key error on Python 3.13." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different problems: detokenization regression vs AMD GPU execution support." + "reason": "Tokenizer behavior and AMD GPU runtime failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different models and different load symptoms; not the same bug." + "reason": "Loading noise/warnings are not the same as failing to load a specific BERT model." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "One is a model loading failure, the other is a missing tied-weights attribute; no direct match." + "reason": "glm-4v loading failure and missing all_tied_weights_keys are distinct model-class problems." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are Qwen3/MoE-related memory concerns, but the concrete issue differs." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are related only at a very high level." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different LoRA/tie_word_embeddings problems on different Qwen variants." + "reason": "Qwen3 MoE hf4.x/hf5.x compatibility differs from a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "ZeRO-3 load-time index error vs FineGrainedFP8Config failure; unrelated." + "reason": "ZeRO-3 loading IndexError and Qwen3 MOE FP8 conversion failure are separate issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue vs Gemma4 device placement mismatch." + "reason": "MPS histogram support error is unrelated to Gemma4 device placement mismatch." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer/detokenization regression vs inability to load a specific model." + "reason": "Tokenizer detokenization regression does not match a model-loading failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Both are modern-version regressions, but one is remote_code loading and the other is Gemma4 device-mapping behavior." + "reason": "remote_code loading regressions are not the same as torch/transformers incompatibility." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2.5-VL vs bitsandbytes Int8Params incompatibility." + "reason": "Missing Qwen2_5_VL import and bitsandbytes Int8Params incompatibility are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different area: add-new-model-like/tokenizer mapping logic vs remote_code regressions." + "reason": "add-new-model-like/tokenizer mapping failure is not the same as remote_code loading breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback blocking are different problems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "dtype/autocast mismatch in Phi-tiny-MoE vs Gemma4 device mismatch." + "reason": "dtype mismatch under autocast is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are version regressions, but 45356 is a specific tokenizer codec/fix_mistral_regex problem." + "reason": "Kimi tokenizer codec regression is a different tokenizer bug than remote_code loading failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different load paths; no evidence of the same bug." + "reason": "Qwen3VL weight_only error and GLM5 are different model-specific loading issues." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback checks; unrelated." + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback gating." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Clear duplicate docs cleanup: both say old pipeline/task names remain referenced after v5 removals." + "reason": "Both report the same v5 docs cleanup: removed text2text-generation/summarization/translation pipeline references." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied weights bug in Mistral3 vs non-persistent buffer corruption in from_pretrained; distinct regressions." + "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate loading/model-state bugs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure vs a specific fbank feature-extraction issue; plausible relation but not clearly the same bug." + "reason": "Whisper runtime failure and fbank feature-extraction issue are related only loosely; not enough to treat as the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM load key error vs flash-attn fallback gating; unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight-conversion issue vs broad remote_code regressions." - }, - { - "left": "issue:43638", - "right": "issue:45823", - "accept": false, - "reason": "Zero-3/Bert training index error vs Gemma4 device mismatch." + "reason": "MobileLLM key error is unrelated to flash-attn fallback blocking." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading issue vs corrupted Ovis2 checkpoint." + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about most pairs being thematic neighbors rather than duplicates, and the two accepted soft edges are plausible from the packet. The canonical issue choice (45020) is defensible as the broad open remote_code-regression report, though many items in the cluster are only loosely related." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are appropriately conservative overall. The two accepted pairs are well supported by the issue titles/body-level descriptions, and the rejected pairs generally avoid overclaiming duplication where the evidence is only thematic." }, "evaluator_used": true, "retried": false, @@ -1348,12 +1408,12 @@ "issue:44877|issue:45030", "issue:44560|issue:44805" ], - "prepared_review_unit_hash": "17d2df7c605e40b7ba647ad212f032edc42d6771ae41b5f4d87e0d67d9bacbdd", + "prepared_review_unit_hash": "8015392b28eb5e07c19ae64e8ae9d987f50638ebd01011234165afaaaea24ba1", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -1361,7 +1421,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37757, + "serialized_chars": 37759, "estimated_input_tokens": 9440, "estimated_eval_tokens": 19136 }, @@ -1370,216 +1430,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only thematically similar, not true duplicates. I\u2019d accept 4 soft edges as same underlying bugs: the `_is_hf_initialized` init-empty-weights/bitsandbytes regression, the repeated mask/tensor shape-mismatch IndexError, the Transformers 5.0 custom-model initialization regression, and the SigLIP2 wrong-output regression. No PRs are present, and there isn\u2019t a single global canonical artifact for this mixed set.", + "summary": "This set is mostly a grab bag of unrelated Transformer/model bugs. Only a few soft pairs look like true duplicates; most are same subsystem at best, but not the same concrete bug.", "confidence": 0.89, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: this set is a mix of unrelated bugs, with only a few small duplicate pairs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative among the true duplicate pairs (general Transformers 5.0 custom model initialization regression).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Same broad DeepSpeed/ZeRO-3 loading theme, but different Qwen model variants and different failure descriptions; not clearly the same concrete bug." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they involve different Qwen variants and different failure descriptions; not clearly the same bug." }, { "left": "issue:45161", "right": "issue:45823", "accept": false, - "reason": "Different models and different symptoms (TP routing vs device-mapped forward mismatch); too broad to merge." + "reason": "Different models and different symptoms; only a vague MoE/runtime overlap." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both report the same `_is_hf_initialized` constructor-argument regression in the Transformers 5.x init_empty_weights / bitsandbytes loading path." + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility with bitsandbytes; clearly the same underlying issue." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different models and different error surfaces; not the same bug." + "reason": "Both are tokenizer-loading problems, but the models and failure modes differ." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures on different architectures; only the generic 'cannot load model' theme matches." + "reason": "Different models and different loading failures; too broad to merge." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Related to MoE/model loading, but one is an FP8 config failure and the other is an `_is_hf_initialized` incompatibility." + "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3MoE vs bitsandbytes constructor incompatibility." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Qwen3.5 SDPA/position_ids NaN regression vs flash_attention.py crashing on `s_aux=None`." + "reason": "Different code paths and symptoms: RLHF NaNs from 3D position_ids vs flash-attention crash on `s_aux=None`." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing Qwen3 MOE weight conversion and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + "reason": "Both touch DeepSpeed, but one is missing weight conversion and the other is gradient averaging with loss kwargs; not the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated bugs: custom trainer loss signature mismatch versus a mask/tensor shape mismatch." + "reason": "Trainer API kwarg mismatch vs tensor mask shape mismatch are unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading failures for different models; not the same underlying issue." + "reason": "Both are loading issues, but they affect different tokenizers for different reasons." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "One is an init/bitsandbytes compatibility bug; the other is a CLIPTokenizer `model_max_length` issue." + "reason": "bitsandbytes init compatibility is unrelated to CLIPTokenizer max_length handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different failures: Qwen3.5 PagedAttentionCache crash versus NemotronH checkpoint loading." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError shape-mismatch symptom and same kind of mask/tensor indexing bug, just with different reproductions." + "reason": "Same mask-shape mismatch error class; the later report is a restatement of the same underlying indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but the reported failures and code paths differ." + "reason": "Both are video-related, but one is a broad regression and the other is a StopIteration in Qwen3-vl-embedding; not clearly one bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error versus segmentation-map processing." + "reason": "Training with DeepSpeed weight-shape error vs image processor void segmentation-map failure are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different problems: GGUF architecture support versus autocast dtype mismatch in Phi-tiny-MoE." + "reason": "GGUF/gpt-oss support request is unrelated to the Phi-tiny-MoE dtype mismatch." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but FSDP2 shared_kv_states reconstruction and PLE device mismatch are different bugs." + "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch; different bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated issues: GPT-OSS GGUF support versus Qwen3-MoE sliding_window behavior." + "reason": "Completely different areas: GGUF model architecture support vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention/backend failures on different models; only the attention subsystem is shared." + "reason": "Different models and different attention-path failures; not mergeable as one fix." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is just a narrower manifestation." + "reason": "Same Transformers 5.0 custom-model initialization regression; one report is just the notebook-specific variant." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different bugs: GGUF architecture support versus missing Float8 storage type." + "reason": "Unrelated: GGUF architecture support vs missing Float8 storage type." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "One is non-persistent buffer corruption during from_pretrained; the other is a Qwen2.5-VL rope-index scaling regression." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are different bugs." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/video/input handling, but one is a StopIteration in video embedding and the other is TRL SFT embedding unpacking." + "reason": "Different problems: video StopIteration vs TRL SFT embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py launch failure versus GPT-OSS GGUF architecture support." + "reason": "3d_parallel.py execution failure is unrelated to GGUF/gpt-oss support." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import error for a specific class is not the same bug as meta-device loading breakage." + "reason": "ImportError for a missing model class vs meta-device loading regression are different issues." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different root causes and different model families; only both are load/config regressions." + "reason": "Different bugs and different mechanisms; only the general area overlaps." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping-name logic bug versus Gemma4 PLE device placement issue." + "reason": "Tokenizer-mapping constraint and Gemma4 device mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different issues: missing GenerationMixin import versus Qwen3Moe FP8 config failure." + "reason": "Import path regression for GenerationMixin vs Qwen3MoE FineGrainedFP8 failure are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 incorrect-output regression; one manifests as zero probabilities, the other as nonsensical AutoModel/pipeline results." + "reason": "Same Siglip2 model symptom cluster; the later issue generalizes the bad output/zero-probability behavior." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Different regressions: custom-model initialization versus non-persistent buffer corruption." + "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different multimodal/audio bugs with different failure mechanisms and models." + "reason": "AudioFlamingo3 batched leakage vs Whisper empty-transcription failure are different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config loading, but they are different validation failures on different models." + "reason": "Both involve stricter config validation, but on different models and different validation points." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Unrelated: Qwen3-vl video StopIteration versus a mask shape-mismatch IndexError." + "reason": "Video StopIteration and mask-shape mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative on the ambiguous pairs. The four accepted soft edges are reasonably supported by the packet titles, and the rejections avoid overclaiming duplicate status from only broad thematic similarity. No PR pair mergeability issues apply because there are no PRs in this packet." + "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted soft pairs are well-supported by the titles/body context, and the rejected pairs appropriately avoid over-merging on generic subsystem similarity." }, "evaluator_used": true, "retried": false, @@ -1595,8 +1655,8 @@ "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-15354-389", "nodes": [ @@ -1686,7 +1746,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -2003,12 +2063,12 @@ "issue:43931|issue:44863", "issue:44530|issue:45084" ], - "prepared_review_unit_hash": "e977e8369924e9768b0afeca1d9cdd9edfdd5ffbd5df1294f89b5e9f1bf67883", + "prepared_review_unit_hash": "27b09cc9424b1a3478d1ce36fa8d7a0066337069bdc644191f9f25aa6201af15", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -2016,7 +2076,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38761, + "serialized_chars": 38763, "estimated_input_tokens": 9691, "estimated_eval_tokens": 19638 }, @@ -2025,243 +2085,243 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related and should stay separate. The only clear duplicate family is the resize_token_embeddings regression across Gemma4 / generic / t5gemma reports, where the generic issue is the best umbrella canonical.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic description of the resize_token_embeddings bug, and the Gemma4 and t5gemma reports read like model-specific manifestations of the same underlying failure.", + "summary": "Only the resize_token_embeddings family is well supported here: 45292 is the broad generic report, with 45276 and 45335 as the Gemma4 and T5Gemma manifestations. The rest of the cluster remains heterogeneous and is not supported as a duplicate family from this packet.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45292 is the broadest confirmed resize_token_embeddings regression and cleanly subsumes the Gemma4-specific 45276 and T5Gemma 45335 reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the shared bug because it states the core regression without narrowing to one architecture.", + "best_issue_reason": "Issue 45292 is the best anchor because it states the shared bug at the highest level while matching the two accepted duplicate variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different bugs: sparse-layer construction with zero sparse layers vs Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: SigLIP2 doc/example mistakes vs a GLM5 model description issue." + "reason": "Different topics: SigLIP2 docs/example errors vs GLM5 model issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both involve version compatibility, but one is torch 2.10 incompatibility and the other is meta-device loading breakage." + "reason": "Unrelated failures: Torch 2.10 compatibility vs meta-device loading regressions." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA is unrelated to the apex.FusedRMSNorm memory leak." + "reason": "Different code paths: gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state rebuild and Qwen 3.5 multimodal from_config unwrapping are different code paths." + "reason": "Gemma4 FSDP2 attention-state bug is unrelated to Qwen multimodal from_config unwrapping." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/offloading/quantization, but the reported failures are different and not the same concrete bug." + "reason": "Both mention quantization, but one is offloading behavior and the other is int4 CUDA reserved-memory/OOM; not the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batching token leakage is unrelated to Gemma4 PLE device placement." + "reason": "AudioFlamingo3 batch-inference leakage vs Gemma4 PLE device placement mismatch are distinct." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different failures: unit-test model loading for GLM-4.7 vs Qwen3.5 save_pretrained regression." + "reason": "Different model-loading regressions: GLM-4.7-Flash test failure vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is mmap/Strix Halo OOM." + "reason": "Both are OOM-related, but int4 reserved-memory growth and Strix Halo mmap OOM are different causes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is a different loading bug from Strix Halo mmap OOM." + "reason": "init_empty_weights _is_hf_initialized TypeError is unrelated to mmap/OOM behavior." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/load problems, but they target different models and symptoms (loading failure vs fallback to bf16)." + "reason": "Qwen3-NVFP4 runtime error is unrelated to git-oss MXFP4 loading fallback." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying regression: resize_token_embeddings does not propagate to model-specific output embeddings; 45276 is a Gemma4-specific instance of the generic 45292 bug." + "reason": "Same resize_token_embeddings propagation bug: Gemma4-specific report vs the generic output_embeddings variant." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permission propagation in save_pretrained is different from loading the wrong custom module after save_pretrained." + "reason": "Save_pretrained permission propagation is unrelated to wrong custom-module loading after save_pretrained." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing in eval mode and RLHF NaNs from SDPA math fallback are unrelated." + "reason": "Eval-mode checkpointing restriction is unrelated to Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." + "reason": "extra_state save/from_pretrained handling does not match the Strix Halo mmap OOM issue." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on s_aux=None is a different attention-path bug from Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention s_aux=None crash is a different failure than Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 batched inference leakage are unrelated." + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 track leakage are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization regression and Trainer resume max_steps calculation are different issues." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video-input regression and strict granite_speech config loading are different issues." + "reason": "Qwen VL video-input regression is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete bug is evident." + "reason": "Different model families and failure modes: GLM-4.7-Flash loading vs GLM5." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression is not the same as Strix Halo mmap OOM." + "reason": "Meta-device loading regressions are unrelated to Strix Halo mmap OOM." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings regression; 45335 is the t5gemma-specific manifestation of the generic output_embeddings bug." + "reason": "Same underlying resize_token_embeddings bug, with 45335 as the t5gemma.decoder.embed_tokens manifestation." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch for one model is not the same as ScandiBERT load failure." + "reason": "ScandiBERT load failure is related in theme, but these reports do not clearly describe the same concrete bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization breakage is different from save/from_pretrained extra_state handling." + "reason": "Custom-model notebook init regression and extra_state save/load handling are different problems." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is broader and distinct from the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version compatibility and autocast dtype mismatch are separate failure modes." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is a different failure mode from Strix Halo mmap OOM." + "reason": "Float8 storage lookup failure is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Video-input regression across Qwen VL variants is unrelated to Gemma4 FSDP2 attention state handling." + "reason": "Qwen VL video regression and Gemma4 FSDP2 attention-state bug are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention torch>=2.9 failure is unrelated to Gemma4 PLE device mismatch." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of an earlier issue is not the same bug as PagedAttentionCache invalid group type on Qwen3.5." + "reason": "Isolated reproduction of issue 38071 is not the same bug as Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and tokenization changes across transformers versions are different problems." + "reason": "Whisper return_language regression and tokenizer-version changes are different issues." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom-model breakage in Transformers 5.0.0, but one is loading with base_model_prefix and the other is notebook initialization; too different to merge as duplicates." + "reason": "Both concern custom models in Transformers 5.0, but base_model_prefix loading and notebook initialization are distinct code paths." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch compatibility and Gemma4 device-map forward mismatch are unrelated." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are different model-loading failures." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-specific problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to the template-node compile error." + "reason": "PagedAttentionCache group-type crash is unrelated to the template-node compilation TypeError." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts stay conservative. The resize_token_embeddings family is the only clearly supported duplicate set, and the summary does not overclaim beyond what the titles justify." + "accept": false, + "feedback": "The resize_token_embeddings cluster is well grounded, and the 45276\u219445292 / 45292\u219445335 accepts look conservative. However, the summary overreaches by saying a \u201csmaller custom-model-init pair also plausible\u201d when the packet does not support that as a duplicate family (and the listed custom-model-init soft pairs were rejected). Please keep the summary limited to the supported resize_token_embeddings family unless you can justify the other cluster from the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2274,8 +2334,8 @@ "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-15354-389", "nodes": [ @@ -2366,7 +2426,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -2591,7 +2651,7 @@ "component_count": 16, "review_unit_index": 8, "review_unit_count": 45, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -2690,7 +2750,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -2706,323 +2766,239 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "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": 16, - "review_unit_index": 9, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", - "nodes": [ - "issue:33666", - "issue:36032", - "issue:40444", - "issue:40990", - "issue:41720", - "issue:42175", - "issue:43296", - "issue:43317", - "issue:43377", - "issue:43421", - "issue:43425", - "issue:43454", - "issue:43482", - "issue:43525", - "issue:43531", - "issue:43611", - "issue:43632", - "issue:43646", - "issue:43792", - "issue:43818", - "issue:43856", - "issue:43994", - "issue:44079", - "issue:44265", - "issue:44291", - "issue:44403", - "issue:44462", - "issue:44466", - "issue:44479", - "issue:44534", - "issue:44568", - "issue:44589", - "issue:44683", - "issue:44811", - "issue:44829", - "issue:44898", - "issue:44991", - "issue:45020", - "issue:45072", - "issue:45081", - "issue:45325", - "issue:45357", - "issue:45479", - "issue:45491", - "issue:45538", - "issue:45542", - "issue:45663", - "issue:45812" - ], - "soft_pairs": [ - "issue:44479|issue:45325", - "issue:43317|issue:43856", - "issue:40990|issue:44811", - "issue:42175|issue:45542", - "issue:43425|issue:44403", - "issue:43818|issue:45357", - "issue:44079|issue:45663", - "issue:44462|issue:45812", - "issue:43421|issue:44568", - "issue:36032|issue:41720", - "issue:43632|issue:44534", - "issue:43792|issue:44589", - "issue:44403|issue:44991", - "issue:33666|issue:40444", - "issue:43482|issue:45538", - "issue:44829|issue:45479", - "issue:44683|issue:45020", - "issue:40444|issue:45325", - "issue:43482|issue:43525", - "issue:44291|issue:44589", - "issue:43377|issue:45491", - "issue:41720|issue:45081", - "issue:44265|issue:45072", - "issue:43611|issue:43646", - "issue:42175|issue:43296", - "issue:43632|issue:45072", - "issue:43531|issue:44291", - "issue:43994|issue:44898", - "issue:44079|issue:44534", - "issue:43454|issue:44466" - ], - "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab-bag of unrelated transformer/model-loading issues. I only see a couple of likely duplicate pairs: the GGUF loading regressions and the Qwen3.5 save_pretrained regressions.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43452 is the broadest, most general reproduction of the GGUF loading regression; issue:43482 reads like a model-specific manifestation of the same from_pretrained/gguf_file path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", + "best_issue_reason": "issue:43452 is the clearest representative because it describes the generic loader failure rather than one downstream model case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about notebook/custom-model construction; not the same concrete bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." + "reason": "Different failures and code paths: torch dynamo grouped_mm tracing vs. template-node compilation." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." + "reason": "Unrelated subsystems and symptoms: T5 tokenizer special-token conflict vs. Qwen3Moe FP8 config failure." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." + "reason": "Both are loading failures, but for different models and different root causes; too broad to treat as duplicates." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading regression in the v5 from_pretrained path; 43482 is a specific model instance of the broader 43452 bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." + "reason": "Different Qwen-family issues with different failure modes (FP8 config vs. PagedAttentionCache linear_attention crash)." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." + "reason": "Dequantized device_map offload failure is unrelated to GGUF tokenizer/model loading." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." + "reason": "Distinct tokenizer/model loading problems with no shared concrete failure path." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." + "reason": "Different Qwen model families and different bugs: hidden_states output vs. rope index scaling." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization; not the same bug." }, { "left": "issue:36032", - "right": "issue:41720", + "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." + "reason": "Different invalid-method/template compilation failures with no clear shared code path." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." + "reason": "Both are audio-related, but one is chat template sampling-rate handling and the other is batching/padding-mask correctness." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." + "reason": "These are both v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; not the same issue." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." + "reason": "Different model/processor mismatch problems with different symptoms and fixes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Both are load failures, but they involve different models and likely unrelated loader paths." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." + "reason": "A Llava-Next segmentation fault and a Qwen3OmniMoe video ValueError are not the same bug." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." + "reason": "Noise during loading vs. tokenizer regex patch crash are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." + "reason": "Both are codec/latent related, but the missing padding-mask batch mismatch and the missing STE mismatch are different bugs." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Notebook custom-model init and buffer junk on load/init are separate regressions." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." + "reason": "Unrelated Qwen FP8 config failure vs. template compilation TypeError." }, { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: 45216 is the broad checkpoint-corruption report, while 45357 is a specific visual-encoder key serialization symptom." }, { - "left": "issue:41720", + "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Different model-loading failures with different mechanisms." }, { "left": "issue:44265", - "right": "issue:45072", + "right": "issue:44610", "accept": false, - "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." + "reason": "torch.export/exportability issue is unrelated to OmDet-Turbo image size handling." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." + "reason": "Separate problems: a model-loading regression vs. a tokenizer regex patch crash." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." + "reason": "Speech-feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Related by tied-weights wording, but one is a missing model tie and the other is a LoRA merge collapse issue; different concrete bugs." }, { "left": "issue:43632", - "right": "issue:45072", + "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + "reason": "_is_hf_initialized regression and mmap OOM workaround are unrelated." }, { - "left": "issue:43531", + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to a key error loading a different model." + }, + { + "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." + "reason": "Different initialization/configuration bugs with no shared code path." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." + "reason": "AddedToken keyword conflict and model-loading failure are unrelated." }, { - "left": "issue:44079", + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window bug and granite_speech strict-config loading are different issues." + }, + { + "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." + "reason": "Both involve v5 model loading, but base_model_prefix loading and non-persistent buffer corruption are distinct regressions." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." + "reason": "Qwen FP8 config failure and missing Float8 storage type are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The two accepted soft-edge pairs are plausibly the same underlying bug family based on their titles and surrounding context, while the rest of the rejections avoid overclaiming duplicates. No PR-mergeability issue applies here because there are no PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3030,435 +3006,304 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 10, + "review_unit_index": 9, "review_unit_count": 45, - "status": "error", + "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-15354-389", "nodes": [ - "issue:35707", - "issue:39692", + "issue:33666", + "issue:36032", "issue:40444", "issue:40990", "issue:41720", - "issue:42915", - "issue:43262", + "issue:42175", "issue:43296", "issue:43317", "issue:43377", + "issue:43421", + "issue:43425", "issue:43454", "issue:43482", - "issue:43526", - "issue:43550", - "issue:43572", - "issue:43606", + "issue:43525", + "issue:43531", + "issue:43611", "issue:43632", - "issue:43644", - "issue:43701", - "issue:43746", + "issue:43646", "issue:43792", - "issue:43819", - "issue:43873", - "issue:43881", - "issue:43883", - "issue:43957", + "issue:43818", + "issue:43856", + "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", - "issue:44387", + "issue:44403", + "issue:44462", "issue:44466", "issue:44479", - "issue:44488", - "issue:44610", - "issue:44617", - "issue:44877", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", "issue:44898", "issue:44991", + "issue:45020", "issue:45072", + "issue:45081", "issue:45325", "issue:45357", - "issue:45381", - "issue:45563", - "issue:45584", - "issue:45759", - "issue:45800", - "issue:45823" + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" ], "soft_pairs": [ - "issue:42915|issue:43482", - "issue:44079|issue:45072", - "issue:43792|issue:43957", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43644|issue:44079", - "issue:43881|issue:44488", - "issue:44387|issue:44617", - "issue:43296|issue:45800", - "issue:44479|issue:45823", - "issue:35707|issue:40444", - "issue:44291|issue:44877", - "issue:43606|issue:44265", - "issue:43317|issue:43873", - "issue:43701|issue:45325", - "issue:44186|issue:44265", - "issue:43526|issue:43883", - "issue:43632|issue:45563", - "issue:43606|issue:43819", - "issue:44610|issue:45325", - "issue:43262|issue:43746", - "issue:43377|issue:44610", - "issue:43454|issue:43550", - "issue:41720|issue:45823", - "issue:43377|issue:44898", - "issue:43572|issue:45759", - "issue:43454|issue:45072", - "issue:43881|issue:44991", - "issue:40990|issue:45584", - "issue:39692|issue:40444", - "issue:44466|issue:45357" - ], - "prepared_review_unit_hash": "2d9fb8598456fa64c8f598cae826470a18b94ef0b968dadfeff20227835f16f1", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37032, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "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": 16, - "review_unit_index": 11, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", - "nodes": [ - "issue:34634", - "issue:35707", - "issue:36331", - "issue:41720", - "issue:42617", - "issue:42915", - "issue:43295", - "issue:43296", - "issue:43316", - "issue:43317", - "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:44008", - "issue:44186", - "issue:44387", - "issue:44423", - "issue:44479", - "issue:44534", - "issue:44610", - "issue:44683", - "issue:44756", - "issue:44877", - "issue:44898", - "issue:44913", - "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:43454|issue:43720", - "issue:43296|issue:44991", - "issue:43792|issue:44683", - "issue:43873|issue:45701", - "issue:41720|issue:44977", - "issue:44008|issue:45823", - "issue:45632|issue:45684", - "issue:43404|issue:45357", - "issue:44423|issue:45406", - "issue:44186|issue:45072", - "issue:34634|issue:35707", - "issue:43577|issue:43708", - "issue:35707|issue:41720", - "issue:43873|issue:44756", - "issue:43749|issue:44534", - "issue:44877|issue:44991", - "issue:42617|issue:42915", - "issue:43550|issue:43720", - "issue:43450|issue:45701", - "issue:36331|issue:42915", - "issue:44610|issue:44898", - "issue:44186|issue:44610", - "issue:43526|issue:43881", - "issue:44387|issue:45704", - "issue:36331|issue:42617", - "issue:44479|issue:44918", - "issue:43550|issue:43606", - "issue:43316|issue:44913", - "issue:42915|issue:43317", - "issue:45081|issue:45812", - "issue:43295|issue:45701" + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:43454|issue:44466" ], - "prepared_review_unit_hash": "47f9169ea8fb42665099a7db0cc28b84c56a9c3f7158a483fc98fcf239515713", + "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few superficially similar model/loading/tokenization reports but no clear duplicate pair that should be merged. I would keep it split and use the broad offloading/quantization report as the cluster representative.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43873 is open, has the most discussion/inbound references, and is broad enough to represent the cluster without implying the other reports are duplicates.", + "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue representative because it is active and central, but the set overall is too mixed for a single duplicate target.", + "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both involve model loading problems, but the concrete failures differ: weight tying in AyaVision versus packed-weight unpacking in BitNet." + "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Different models, different failure modes, and different contexts; one is a vLLM load failure, the other is a tokenizer regression in Transformers 5." + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "One is about offloading/quantization behavior, the other is a tokenization change regression." + "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both mention Qwen models, but the failures are different: device mapping CUDA assert versus flash-attention generation." + "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Cache-path collisions and permission propagation in save_pretrained are separate issues." + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Both hit transformers serve, but one is a multimodal batching crash and the other is a missing processor attribute." + "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer padding/NER crashes and bfloat16 dtype mismatches are different subsystems." + "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values are unrelated." + "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Blip2 dtype loading and Trainer checkpoint step calculation are unrelated bugs." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "One is a generation API issue, the other is a device mapping crash." + "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both mention memory/offload concerns, but mmap-on-Strix-Halo OOM is a different root cause than quantization offloading." + "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are not the same underlying bug." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Strict config handling for granite_speech and tokenizer loading for est-roberta are separate regressions." + "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are different problems." + "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "torch.compile with SDPA on Bamba and packed-weight loading in BitNet are unrelated." + "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Video processor batching shapes and tokenization changes are not the same bug." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." }, { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both are vision preprocessing issues, but one is a wrong processor output size and the other is a non-default-resolution inference failure." - }, - { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer NER/padding crashes and image processor resolution mismatch are different classes of bug." + "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "BEiT label reduction and GLM-4V loading failure are unrelated." + "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "CUDA memory growth under int4 quantization and an apex RMSNorm memory leak are different causes." + "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Unexpected Trainer keyword arguments and a 3d_parallel execution failure are unrelated." + "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a TRL input-embedding unpacking issue." + "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Different models and different runtime paths: SDPA/compile versus CPU-offload device mismatch." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Both are config API consistency issues, but they concern different classes and different serialized fields." + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are not the same defect." + "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Mistral tokenizer regex patching and Granite token ID regressions are separate tokenizer bugs." + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Processor.tokenizer regression and version-dependent tokenization change are too broad and not the same concrete failure." + "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." } ] }, @@ -3473,7 +3318,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 12, + "review_unit_index": 10, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -3482,304 +3327,309 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:30064", - "issue:34567", - "issue:34634", "issue:35707", - "issue:36010", + "issue:39692", + "issue:40444", "issue:40990", "issue:41720", - "issue:42617", "issue:42915", - "issue:43322", - "issue:43388", - "issue:43421", - "issue:43531", - "issue:43540", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", "issue:43550", "issue:43572", "issue:43606", - "issue:43653", - "issue:43720", + "issue:43632", + "issue:43644", + "issue:43701", "issue:43746", - "issue:43782", + "issue:43792", + "issue:43819", "issue:43873", - "issue:43927", - "issue:44062", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44079", "issue:44186", - "issue:44361", - "issue:44368", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44514", - "issue:44545", - "issue:44671", - "issue:44743", - "issue:44779", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", "issue:44898", "issue:44991", - "issue:45059", "issue:45072", - "issue:45161", + "issue:45325", "issue:45357", - "issue:45406", - "issue:45464", - "issue:45701", - "issue:45704", + "issue:45381", + "issue:45563", + "issue:45584", "issue:45759", - "issue:45812" + "issue:45800", + "issue:45823" ], "soft_pairs": [ - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:41720|issue:45161", - "issue:43531|issue:43572", - "issue:44671|issue:44743", - "issue:43421|issue:45812", - "issue:41720|issue:42617", - "issue:36010|issue:42617", - "issue:44186|issue:44361", - "issue:43540|issue:43782", - "issue:45406|issue:45464", - "issue:43421|issue:45701", - "issue:30064|issue:34634", - "issue:44492|issue:44509", - "issue:43388|issue:45059", - "issue:43606|issue:43720", - "issue:44779|issue:45812", - "issue:43550|issue:43653", - "issue:42915|issue:43322", - "issue:44514|issue:44545", - "issue:43531|issue:45759", - "issue:43606|issue:43653", - "issue:43421|issue:43927", - "issue:34567|issue:35707", - "issue:44368|issue:45357", - "issue:43873|issue:45704", - "issue:44898|issue:45072", - "issue:41720|issue:43746", - "issue:44451|issue:44991", - "issue:44062|issue:44451" + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43881|issue:44488", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43526|issue:43883", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43881|issue:44991", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:44466|issue:45357" ], - "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", + "prepared_review_unit_hash": "b439b4c197e53b300d6c9317c3a81a60c1edb47518d3663421c2c20d1daf2e39", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", + "summary": "Most items are unrelated model-specific bugs. I found one likely duplicate pair in the Qwen video-position-id regressions; the rest are too different in model, symptom, or code path to merge safely.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the best anchor because it captures the broader Qwen video-input regression across multiple models and aligns with the more specific qwen2.5-vl video position-id symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", + "best_issue_reason": "issue:44479 is the strongest overall issue candidate: clear regression framing, broad impact, and the most representative title among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." + "reason": "Different models and failure modes: FP8 config failure vs GGUF loading failure." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44079", + "right": "issue:45072", "accept": false, - "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." + "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch/inference issues." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." + "reason": "Both are load/runtime failures, but the affected code paths and root causes differ." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." + "reason": "Multi-image finetuning failure is not the same bug as video vision_position_ids regression." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input position ids; not clearly the same defect." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." + "reason": "Non-persistent buffer serialization is unrelated to ModelOutput key assignment." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." + "reason": "Different models and likely different loader/tokenizer issues." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + "reason": "General int4 reserved-memory/OOM regression is not the same as a model-specific video OOM." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." + "reason": "Both involve device placement, but the model families and concrete failure paths are different." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to multimodal IterableDataset finetuning." }, { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling is a different bug from strict config loading." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." + "reason": "CPU offload device mismatch is unrelated to torch.export compatibility checks." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." + "reason": "Both mention offloading and quantization, but the titles do not show the same concrete failure or code path." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." + "reason": "Tokenizer crashes are unrelated to torch.export failures from torch_compilable_check." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute failure." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43632", + "right": "issue:45563", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "_is_hf_initialized flag breakage is unrelated to a stale generate warning." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." + "reason": "CPU offload device mismatch is unrelated to DAC latent/forward mismatch." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor resolution mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT checkpoint loading." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." + "reason": "Padding-mask batching bug is unrelated to OmDet-Turbo input-size mismatch." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." + "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Both are device_map=auto failures, but different models and error signatures; not enough to treat as duplicates." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." + "reason": "Padding-mask support in MIMI is unrelated to Perceiver non-default-resolution failure." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." + "reason": "Missing pad_token_idx in config is unrelated to from_config not unwrapping text_config." }, { - "left": "issue:44898", + "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." + "reason": "Weight tying bug is unrelated to dtype mismatch in inference." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." + "reason": "Different model/tokenizer loading failures with no clear shared code path." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." + "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load serialization issues, but they affect different keys and model components." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." - }, - "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 }, @@ -3787,119 +3637,318 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 13, + "review_unit_index": 11, "review_unit_count": 45, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:33666", "issue:34634", "issue:35707", - "issue:39692", + "issue:36331", "issue:41720", - "issue:42886", + "issue:42617", "issue:42915", - "issue:43335", - "issue:43381", - "issue:43421", - "issue:43525", - "issue:43531", - "issue:43540", - "issue:43575", - "issue:43596", - "issue:43618", - "issue:43653", - "issue:43697", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", "issue:43720", - "issue:43756", - "issue:43782", - "issue:43819", - "issue:43844", + "issue:43749", + "issue:43792", "issue:43873", - "issue:43994", + "issue:43881", "issue:44008", - "issue:44077", "issue:44186", - "issue:44220", - "issue:44589", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", "issue:44610", - "issue:44625", - "issue:44661", - "issue:44671", - "issue:44843", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", "issue:44918", - "issue:44936", - "issue:44987", - "issue:45042", + "issue:44977", + "issue:44991", + "issue:45072", "issue:45081", - "issue:45183", - "issue:45356", - "issue:45381", - "issue:45479", - "issue:45588", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", "issue:45704", - "issue:45759" + "issue:45812", + "issue:45823" ], "soft_pairs": [ - "issue:44987|issue:45042", - "issue:33666|issue:35707", - "issue:45588|issue:45759", - "issue:43421|issue:43653", - "issue:43531|issue:44589", - "issue:43381|issue:43844", - "issue:42886|issue:44843", - "issue:39692|issue:44610", - "issue:43421|issue:44186", - "issue:44918|issue:44936", - "issue:43525|issue:43531", - "issue:44625|issue:45479", - "issue:43782|issue:45381", - "issue:43994|issue:44671", - "issue:45081|issue:45356", - "issue:34634|issue:41720", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:42915|issue:45759", - "issue:43596|issue:44220", - "issue:45183|issue:45479", - "issue:43540|issue:44008", - "issue:43618|issue:43697", - "issue:43720|issue:43819", - "issue:44077|issue:44625", - "issue:43575|issue:45704", - "issue:44220|issue:44661", - "issue:43335|issue:43756" + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43526|issue:43881", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:45081|issue:45812", + "issue:43295|issue:45701" ], - "prepared_review_unit_hash": "19213f6d1e3b5dd23a935315be4f26c10344b1ca893dedecb05f4071cb809e7f", + "prepared_review_unit_hash": "32b6b1e0433b81cd70492479057f5fa5c16589b3716d0aee09234a1a6777b22a", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35681, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bugs and regressions around loading, offloading, quantization, tokenizers/processors, and a few model-specific forward/path issues. None of the soft pairs look like true duplicates or a single mergeable PR change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest and most central user-facing report in the dominant offloading/quantization theme, and it has the strongest surrounding discussion/reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative issue because it is the most general, still-open offloading/quantization bug and fits the cluster\u2019s broad loading/device-mapping symptom family better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures: weight tying in AyaVision vs packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is PaddleOCR-VL/vLLM model load failure and the other is tokenizer loading regression for a specific roberta model." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading bug vs tokenization regression; no shared underlying change." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related generation issues, but the device-map CUDA assert and flash-attention normal-generation bug are distinct failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different root causes: variable-name collision in forward vs device mismatch with auto device map." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions during save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key persistence." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but the crashes come from different processor bugs and different failure points." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading issue and Trainer resume/max_steps calculation bug do not share a code path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization offload behavior and the other is mmap-specific Strix Halo OOM." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different loading regressions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug is unrelated to tokenization changing across versions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are distinct issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they affect different models and different processor/model contracts." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 CUDA reserved-memory regression and T5 apex RMSNorm memory leak are different causes of OOM." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API mismatch and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 input-embedding unpacking with TRL SFT trainer are different paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model device_map offload failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite token ID regression are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image passing regression is unrelated to tokenization changes across versions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3907,122 +3956,1849 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 14, + "review_unit_index": 12, "review_unit_count": 45, - "status": "error", + "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-15354-389", "nodes": [ "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", "issue:36010", - "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", "issue:42915", "issue:43322", - "issue:43334", + "issue:43388", "issue:43421", "issue:43531", "issue:43540", "issue:43550", - "issue:43577", - "issue:43582", + "issue:43572", "issue:43606", - "issue:43643", "issue:43653", - "issue:43716", "issue:43720", "issue:43746", "issue:43782", - "issue:43818", - "issue:43819", - "issue:43825", - "issue:43827", "issue:43873", - "issue:43994", - "issue:44008", + "issue:43927", "issue:44062", "issue:44186", - "issue:44442", - "issue:44448", - "issue:44485", - "issue:44488", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", "issue:44509", - "issue:44561", + "issue:44514", + "issue:44545", "issue:44671", - "issue:44811", - "issue:44821", - "issue:44843", - "issue:44877", + "issue:44743", + "issue:44779", "issue:44898", - "issue:44977", - "issue:45020", + "issue:44991", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45084", - "issue:45381", - "issue:45685", - "issue:45759" + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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 mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43575", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:33666|issue:35707", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", + "issue:44220|issue:44661", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "19213f6d1e3b5dd23a935315be4f26c10344b1ca893dedecb05f4071cb809e7f", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports rather than true duplicates; none of the soft-edge pairs looks safe to merge as the same underlying fix.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44843 is the strongest representative: it names a concrete, reproducible offline-tokenizer regression with a clear failing path and likely fix location.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best standalone issue here because it is specific, user-facing, and actionable, with a well-scoped root cause in tokenizer loading/offline behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: model loading failure vs PIL image processor wrongly requiring torchvision." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated code paths and models; multi-GPU training is not the same as progressive generation with embeds and KV cache." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: flash-attention aux tensor handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is BigBird special-token registration/decoding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenizer loading, but 44843 is a specific Mistral regex path while 42886 is a broader cache-loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs example/model mismatch and quantization failure are not the same as an OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: backend post-processor updates vs LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL embedding unpacking and train/evaluate lifecycle failure are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation in Qwen3.5; the other is a classification-loss semantics bug across models." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs and modalities: weight_only load failure vs video vision_position_ids mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 nonsense outputs are not the same as CamemBERT masked-LM regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing misuse is not the same as T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs-example quantization errors and offloading-with-quantization behavior are different failures." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "FineGrainedFP8Config failure and composite config unwrapping are separate Qwen issues." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for inputs_embeds/input_ids is unrelated to zero-loss classification with num_labels=1." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n's audio_mel_mask variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment and RTDetrV2 output drift are different model bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Tensor-parallel OOM and T5 RMSNorm memory leak are not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are different model-specific 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": 16, + "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-15354-389", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43322", + "issue:43334", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "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:45381", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43334|issue:45759", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. I would keep the broad remote_code regression report as the best issue representative, but I would reject all soft-edge merges, including the Mistral tokenizer pair: they share a function name, yet the evidence only shows different failure modes rather than the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set, covering the general class of recent-version breakages for remote_code models; it is the most representative issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue representative because it is broad, cross-cutting, and clearly more umbrella-like than the other narrow symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and symptoms: segmentation-map image processing vs an import error for GenerationMixin." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token handling and BitNet packed-weight loading are unrelated code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but the concrete bugs differ: missing pad_token_id vs text_config unwrapping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: dtype mismatch vs a variable-collision AttributeError in Gemma3n forward." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8Config loading and PEFT/local-checkpoint loading are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Checkpoint-loading failure and video position-id handling are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime failures, but they affect different models and different mechanisms (torch.compile/SDPA vs dtype mismatch)." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading and quantized offloading behavior are not the same concrete problem." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different code paths: SDPA/torch.compile vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Related tokenizer area, but runtime post-processor updates and batch_decode skip_special_tokens are different behaviors." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to config loading with trust_remote_code." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Too little evidence for a duplicate: both mention _patch_mistral_regex, but one is an offline model_info() failure while the other is a missing backend_tokenizer AttributeError." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but the failures are different: missing fields with trust_remote_code vs strict config rejection for granite_speech." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "The titles do not establish the same AddedToken/special-argument bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video inputs, but they concern different Qwen models and different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but on different models and different tasks." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen families and different failure modes: weight_only loading vs flash-attention generation." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related remote_code theme, but not the same concrete regression as the broader umbrella report." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task-message wording and SigLIP2 output correctness are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault in Llava Next loading is not the same as an MPS histogram op error in moe code." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation error are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and docs mentioning removed pipeline tasks are not the same change." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is documentation cleanup." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a specific tokenizer are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different runtime problems." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge match: issue:44843 and issue:45081 are both about `_patch_mistral_regex`, yet the packet only shows different failure modes/symptoms (offline `model_info()` access vs missing `backend_tokenizer`). That is not enough evidence to call them the same duplicate-like bug, so the lone accepted pair is too aggressive. The rest of the conservative rejections look fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different Qwen variants and different concrete issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different models and different loading/tie-weight failures; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they are different functions and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43749|issue:44291", + "issue:44568|issue:45488", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43257|issue:43756", + "issue:42915|issue:44821", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823" ], "soft_pairs": [ - "issue:30064|issue:36010", - "issue:43653|issue:43720", - "issue:43334|issue:45759", - "issue:43716|issue:44008", - "issue:42915|issue:43746", - "issue:43746|issue:45381", - "issue:43550|issue:45072", - "issue:43746|issue:43873", - "issue:43550|issue:43819", - "issue:44186|issue:44898", - "issue:43421|issue:44811", - "issue:43531|issue:43643", - "issue:44843|issue:45081", - "issue:43643|issue:44877", - "issue:43577|issue:43818", - "issue:44062|issue:44488", - "issue:43653|issue:43819", - "issue:43540|issue:45381", - "issue:44448|issue:44671", - "issue:43782|issue:44977", - "issue:44561|issue:45020", - "issue:43825|issue:43994", - "issue:43322|issue:45685", - "issue:44821|issue:45084", - "issue:30064|issue:36331", - "issue:44485|issue:44509", - "issue:43825|issue:43827", - "issue:44186|issue:44442", - "issue:43606|issue:45072", - "issue:43577|issue:43582" + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:44062|issue:44991", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", + "prepared_review_unit_hash": "50b35945dd44a2226c0b34791e6343b95d41d76cf85109a8be0150baea92246e", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "One plausible duplicate pair stands out around SigLIP2; the rest look like distinct bugs or unrelated regressions across different models and code paths.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43493 is the more root-cause-oriented SigLIP2 report; it describes the underlying HF-vs-JAX implementation discrepancy rather than just one downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue in this cluster because it is the clearest, most general statement of the shared SigLIP2 bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MOE weight conversion vs GPT-oss OOM." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but they are different models and different inference paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with different symptoms and code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug is unrelated to flash-attention handling of s_aux=None." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model-loading key error and init_empty_weights/_is_hf_initialized TypeError are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal/device-mapping failures; no concrete shared bug path." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the errors and models are different." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Same general Qwen2.5-VL area, but the evidence is too weak to say it is the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init regression and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory-related, but the specific failures and fix directions differ." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig missing-fields behavior is not the same as one config field being dropped for a specific model." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are distinct training bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer crashes with different triggers and stack paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation problem; 43994 is a downstream symptom of the discrepancy reported in 43493." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing tensorflow in a torch install are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging and missing Qwen2_5_VL export are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but there is no clear shared concrete bug or code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights type handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures; not the same change or bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessor label reduction bug is unrelated to sequence-classification loss behavior." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different logic." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex patching." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version requirement and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM load failure and float8 storage lookup failure are not clearly the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Shard size policy question and AutoProcessor kwarg forwarding are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The SigLIP2 pair (43493/43994) is the only plausible duplicate callout and the rest of the soft-edge rejections avoid overclaiming shared bugs across different models/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4030,7 +5806,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 15, + "review_unit_index": 18, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -4039,281 +5815,312 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:34634", - "issue:36010", + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:33666", "issue:38175", - "issue:39692", + "issue:41720", + "issue:41762", "issue:42175", - "issue:43262", - "issue:43329", - "issue:43404", + "issue:43295", "issue:43452", - "issue:43526", + "issue:43531", + "issue:43577", "issue:43582", - "issue:43638", - "issue:43644", - "issue:43650", + "issue:43643", "issue:43653", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43746", - "issue:43749", - "issue:43782", "issue:43819", - "issue:43854", "issue:43906", - "issue:44060", - "issue:44368", - "issue:44554", - "issue:44589", - "issue:44610", - "issue:44671", - "issue:44805", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", "issue:44811", - "issue:44857", - "issue:44912", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", "issue:44936", + "issue:44938", "issue:44977", "issue:44991", - "issue:45020", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45084", - "issue:45406", - "issue:45459", - "issue:45538", - "issue:45600", - "issue:45701", - "issue:45803" + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45823" ], "soft_pairs": [ - "issue:34634|issue:36010", - "issue:43452|issue:44991", - "issue:44805|issue:44936", - "issue:44610|issue:45072", - "issue:42175|issue:45081", - "issue:43720|issue:45072", - "issue:45081|issue:45406", - "issue:44671|issue:45701", - "issue:44060|issue:44368", - "issue:43650|issue:43906", - "issue:43404|issue:43782", - "issue:43582|issue:44857", - "issue:45459|issue:45803", - "issue:43262|issue:43819", - "issue:43526|issue:43697", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43644|issue:43749", - "issue:43742|issue:45020", - "issue:43653|issue:44912", - "issue:43638|issue:44936", - "issue:43746|issue:44811", - "issue:38175|issue:44610", - "issue:44589|issue:45042", - "issue:43854|issue:44977", - "issue:43526|issue:44554", - "issue:39692|issue:44912" + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", + "prepared_review_unit_hash": "31cc4f7b494609c050a3ade175c3111720fd2a0c4b2bcf0cba36d174f2d69dce", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36042, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "soft_pair_count": 31, + "serialized_chars": 37151, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", + "summary": "The cluster is mostly heterogeneous and not a strong duplicate set. The only plausible duplicate-style overlap is the v5 tied-weights regression pair (44466/45005); the rest are model- or subsystem-specific and look distinct.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 45005 is the best umbrella candidate because it describes the broader v5 tied-weights regression theme, which can reasonably subsume the more specific device-dependent lm_head.weight serialization problem in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", + "best_issue_reason": "45005 is the most general and likely hub-like report in this set, with the clearest overlap to another issue in the cluster and the broadest chance of representing the underlying bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." + "reason": "Both are regressions in v5, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different model paths and symptoms." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated code paths." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." + "reason": "ImportError about missing PyTorch and a LayoutLMv3 boxes validation message are different failure classes." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43720", - "right": "issue:45072", + "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." + "reason": "BitNet packed-weight loading and Perceiver position-encoding on non-default resolution are different model-specific failures." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is a v5 break from removing is_torch_fx_available; same area, different bug." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." + "reason": "gguf_file loading regression and BLIP2 dtype propagation are unrelated." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Similar warning theme, but different Qwen variants and different concrete issues." + "reason": "Packaging/backend dependency issue versus Python 3.14 import/load failure; not the same underlying bug." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to a v5 tied-weights regression; 44466 is a specific device-dependent lm_head.weight serialization symptom, while 45005 describes the broader tied-weights problem on translation models." + }, + { + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." + "reason": "Both are apply_chat_template crashes, but one is batched padding=False and the other is assistant tool-call messages with no content; distinct triggers." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different models and different loading/tie-weight failures; not the same bug." + "reason": "gguf_file tokenizer/model loading and offline mistral regex patch behavior are different issues." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + "reason": "DAC from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both mention broad exception handling, but they are different functions and different failure modes." + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train are different training/runtime bugs." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." + "reason": "These are different regressions: processor.tokenizer/image passthrough versus Kimi-K2.5 codec-handling/tokenizer warning behavior." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." + "reason": "BigBirdTokenizer special-token registration and mdeberta add_special_tokens BOS/EOS behavior are separate tokenizer implementations and symptoms." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-information validation are not the same bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." + "reason": "trainer.evaluate failing after train and Gemma4 PLE device mismatch during forward are different code paths." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." + "reason": "Siglip2 zero probabilities and the processor.tokenizer regression are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." }, { "left": "issue:43653", - "right": "issue:44912", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." + "reason": "BigBird special-token decoding and MLukeTokenizer AttributeError do not share the same failure mechanism." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset in modular_qwen3_5.py are different generation/caching bugs." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift are unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + "reason": "Offline model_info patching and est-roberta tokenizer loading regression are different tokenizer-path issues." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Qwen3 auto device mapping CUDA assert and a reproduction of another issue are not enough to establish the same bug here." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Qwen3.5 flash-attention generation failure and codec handling / warning regression are distinct symptoms." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." + "reason": "Aux-loss normalization in OLMoE/GPT OSS and DeepseekV3MoE divergence are both MoE-related but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig token-ID persistence are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, 44466/45005, is supported by the titles and the soft similarity signal, and the rest of the verdicts appropriately avoid overclaiming same-bug status for superficially related issues." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4321,106 +6128,106 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 16, + "review_unit_index": 19, "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-15354-389", "nodes": [ + "issue:28282", + "issue:32090", "issue:33357", + "issue:33666", "issue:34567", - "issue:34634", + "issue:35141", "issue:36010", "issue:36331", - "issue:40990", + "issue:39692", "issue:41720", - "issue:42915", - "issue:43257", + "issue:43122", "issue:43262", - "issue:43317", + "issue:43295", "issue:43329", - "issue:43450", + "issue:43334", "issue:43452", - "issue:43454", - "issue:43531", - "issue:43540", + "issue:43493", + "issue:43504", + "issue:43525", "issue:43550", + "issue:43572", "issue:43577", - "issue:43582", - "issue:43643", - "issue:43645", - "issue:43697", + "issue:43606", + "issue:43688", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43819", + "issue:43825", + "issue:43906", "issue:43927", - "issue:43931", - "issue:44291", - "issue:44479", - "issue:44560", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", "issue:44568", "issue:44610", - "issue:44811", "issue:44821", "issue:44849", - "issue:44912", - "issue:44987", - "issue:45042", - "issue:45356", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45325", "issue:45357", - "issue:45381", - "issue:45488", - "issue:45538", - "issue:45701", - "issue:45759" + "issue:45405", + "issue:45588", + "issue:45704", + "issue:45812" ], "soft_pairs": [ - "issue:43819|issue:43927", - "issue:34634|issue:36331", - "issue:43454|issue:43577", - "issue:36010|issue:43645", - "issue:43257|issue:43329", - "issue:43720|issue:44610", - "issue:43550|issue:44912", - "issue:43749|issue:44291", - "issue:44568|issue:45488", - "issue:43262|issue:44811", - "issue:43643|issue:45759", - "issue:43531|issue:45042", - "issue:44568|issue:45356", - "issue:36010|issue:36331", - "issue:43329|issue:43450", - "issue:44849|issue:45701", - "issue:34567|issue:40990", - "issue:43329|issue:44479", - "issue:43257|issue:43931", - "issue:43697|issue:45357", - "issue:44291|issue:45042", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:42915|issue:43742", - "issue:33357|issue:34567", - "issue:43317|issue:45538", - "issue:44479|issue:45381", - "issue:43927|issue:44912", - "issue:44987|issue:45538", - "issue:43257|issue:43756", - "issue:42915|issue:44821", - "issue:43540|issue:44560", - "issue:42915|issue:45538", - "issue:43540|issue:44479" + "issue:43577|issue:45588", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43329|issue:45325", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", + "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -4428,225 +6235,225 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38067, - "estimated_input_tokens": 9517, - "estimated_eval_tokens": 19290 + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", + "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", + "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." + "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." + "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." + "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." + "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." + "reason": "PyTorch import error and embedding reinitialization are distinct issues." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." + "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." + "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." }, { "left": "issue:44568", - "right": "issue:45356", + "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." + "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." + "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." + "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." + "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." }, { "left": "issue:43329", - "right": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." + "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." + "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." + "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." + "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like the same bug." + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump problem." } ] }, @@ -4661,7 +6468,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 17, + "review_unit_index": 20, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -4670,89 +6477,89 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:34567", - "issue:34689", - "issue:36010", - "issue:36331", - "issue:38175", - "issue:42175", + "issue:33357", + "issue:33666", + "issue:39692", "issue:43257", - "issue:43452", + "issue:43278", + "issue:43295", + "issue:43299", "issue:43493", - "issue:43526", + "issue:43504", "issue:43540", - "issue:43577", - "issue:43643", + "issue:43572", + "issue:43575", + "issue:43606", "issue:43646", - "issue:43696", - "issue:43742", - "issue:43749", + "issue:43653", + "issue:43688", "issue:43756", "issue:43824", - "issue:43906", + "issue:43844", + "issue:43927", "issue:43994", - "issue:44062", + "issue:44112", "issue:44291", - "issue:44484", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", "issue:44488", + "issue:44493", + "issue:44521", "issue:44589", - "issue:44704", - "issue:44737", - "issue:44756", + "issue:44625", + "issue:44734", "issue:44792", - "issue:44821", - "issue:44898", - "issue:44964", - "issue:44991", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45137", - "issue:45325", - "issue:45375", - "issue:45381", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", "issue:45405", - "issue:45479", - "issue:45588", - "issue:45600", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:43257|issue:43696", - "issue:43577|issue:45072", - "issue:45137|issue:45405", - "issue:38175|issue:44898", - "issue:44737|issue:45588", - "issue:43742|issue:44291", - "issue:43540|issue:45823", - "issue:44062|issue:44991", - "issue:43906|issue:45381", - "issue:43646|issue:43749", - "issue:43749|issue:44756", - "issue:43643|issue:45375", - "issue:34567|issue:36331", - "issue:44062|issue:45081", - "issue:43493|issue:43994", - "issue:36010|issue:42175", - "issue:42175|issue:43824", - "issue:43452|issue:44488", - "issue:44291|issue:44821", - "issue:44792|issue:44964", - "issue:43526|issue:45479", - "issue:28282|issue:34689", - "issue:43756|issue:45325", - "issue:45042|issue:45081", - "issue:45405|issue:45600", - "issue:43742|issue:44589", - "issue:44484|issue:44704" + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43688|issue:45701", + "issue:45229|issue:45823", + "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "63eea06b9d6cefa1d6bbd7e7754d29efbe4c0c1ceedb0c2563dd7b1873a92a74", + "prepared_review_unit_hash": "1efbab03830f5bc20fbe53aee56b1d2d75ce6e1e948de6a3e1e6b11bc9e9755a", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -4760,183 +6567,183 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35412, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "serialized_chars": 35363, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning model loading, config handling, trainer APIs, dtype/device bugs, and a few model-specific regressions. None of the soft pairs look like the same concrete bug/change, so they should not be deduplicated.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44704 is the best umbrella representative because it is a generic, user-facing loading regression in the from_pretrained/cached_file path, which is the broadest recurring theme in this cluster.", + "summary": "This cluster is not a duplicate set; it\u2019s a collection of mostly unrelated Transformers issues spanning many models and features (multimodal chat templates, Qwen/Gemma/SigLIP regressions, config loading, serving, device placement, tokenization, and training).", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue: the items span many distinct bugs and regressions, not one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "As a representative issue, it captures a central load-time API break and is broad enough to stand in for the cluster, even though the cluster itself is not a true duplicate set.", + "best_issue_reason": "issue:43646 is the broadest representative report ('Transformers 5.0.0 breaks custom model initialization'), but it still does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both are Qwen/GPT-related failures, but one is an MoE weight conversion bug and the other is a CUDA OOM during inference; different root causes." + "reason": "Same general model family, but different failures: a video-input regression versus missing num_labels propagation." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "These are different dtype problems in different models/components; no sign of the same code-path bug." + "reason": "Different models and different code paths: Qwen3OmniMoe video parsing versus Qwen3.5 flash-attention generation." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure vs a PEFT version bump issue; unrelated symptoms and fixes." + "reason": "Unrelated problems: SigLIP2 implementation mismatch versus ZeRO-3 gradient inflation." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is non-default-resolution image classification failure; not clearly the same defect." + "reason": "Different architectures and bugs: Smollm3 RoPE-layer handling versus a Qwen3 Omni MoE feature-extraction helper issue." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "XLNet CPU device placement bug and a flash-attention sink handling crash are separate code paths." + "reason": "Embedding dtype drift and ZeRO-3 gradient behavior are not the same underlying bug." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "MobileLLM loading key error vs init_empty_weights unexpected argument; different loading regressions." + "reason": "Both Gemma4-related, but one is config defaulting for fine-tuning and the other is multi-GPU OOM during inference." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and Gemma4 PLE device mismatch are different model-specific failures." + "reason": "Both concern Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression for Qwen3VL MoE." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to EMBEDDIA tokenizer loading failure." + "reason": "A specific model failing to load is not the same as offline-mode breakage from an unconditional hub lookup." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "An isolated repro of an older issue and a Qwen2.5-VL video position-id bug are not the same concrete bug." + "reason": "Different model families and failures: import resolution versus missing Float8 storage type." }, { - "left": "issue:43643", - "right": "issue:43749", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Missing fields with trust_remote_code and broken FSDP CPU RAM efficient loading are different mechanisms." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is device-dependent lm_head serialization." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap on Strix Halo; not the same fix." + "reason": "Aux-loss normalization and tokenization-version behavior are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both mention dropped fields, but one is AutoConfig trust_remote_code behavior and the other is a specific config field filtered by @strict." + "reason": "Same Gemma4 area, but OOM from multi-GPU inference is not the same as a device mismatch in forward." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer.compute_loss signature breakage are separate trainer API issues." + "reason": "Both mention multimodal processor usage, but one is a docs/example problem and the other is a regression in custom model code." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer special-token collision vs Mistral regex patch crash are unrelated tokenizer bugs." + "reason": "Different compatibility issues: a Float8 storage import/type error versus a Python 3.13 flash_attn key error." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "SigLIP2 discrepancy with JAX vs nonsensical AutoModel/pipeline outputs are related only by model name, not clearly the same bug." + "reason": "Completely different subsystems and models: CLIP bus error on macOS versus Qwen2-VL multi-GPU training." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "GenerationMixin import failure and torch-only install backend omission are different import/package issues." + "reason": "Different bugs in different models: BEiT preset loading versus Bark CPU-offload device mismatch." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are distinct packaging/loading problems." + "reason": "Both are serve-related, but one crashes in multimodal continuous batching and the other in KV-cache continuation indexing." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "gguf_file breakage in from_pretrained and failure to load a specific model are different loading bugs." + "reason": "Both touch 5.0 compatibility, but one is a missing config field and the other is an unexpected init_empty_weights argument." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Both are tokenizer/config errors, but they affect different models and distinct failure modes." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are model-specific and distinct." + "reason": "Unrelated issues: BEiT legacy-field loading versus BigBirdTokenizer special-token registration." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and zero-loss sequence classification are different defects in different layers." + "reason": "Both involve Qwen composite configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and Llama 3.2 Vision model-loading breakage are not the same bug." + "reason": "TP OOM and a PEFT version bump are entirely unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL still-image position-id scaling are separate architecture-specific issues." + "reason": "Same offload/device-testing theme, but different models and different failures." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Torchvision requirement regression in PIL image processors and a Mistral tokenizer regex crash are unrelated." + "reason": "Janus image-generation test failure is unrelated to the PEFT release version issue." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "A version constraint bump and removed Sam3LiteText config references are different CI/package issues." + "reason": "Different bugs: SigLIP2 output quality versus unexpected position-id keys across models." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "MobileLLM key error and missing Float8 storage type are different runtime failures." + "reason": "Both are generation bugs, but compiled-forward chunked generation and Whisper empty-transcription handling are distinct." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwarg forwarding are unrelated API issues." + "reason": "Both use apply_chat_template, but one is assistant-mask generation and the other is tool-call/content handling." } ] }, @@ -4951,131 +6758,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 18, - "review_unit_count": 45, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", - "nodes": [ - "issue:24643", - "issue:28282", - "issue:29127", - "issue:30064", - "issue:33666", - "issue:38175", - "issue:41720", - "issue:41762", - "issue:42175", - "issue:43295", - "issue:43452", - "issue:43531", - "issue:43577", - "issue:43582", - "issue:43643", - "issue:43653", - "issue:43688", - "issue:43697", - "issue:43720", - "issue:43742", - "issue:43819", - "issue:43906", - "issue:43927", - "issue:44361", - "issue:44442", - "issue:44464", - "issue:44466", - "issue:44514", - "issue:44561", - "issue:44568", - "issue:44625", - "issue:44743", - "issue:44811", - "issue:44821", - "issue:44843", - "issue:44877", - "issue:44898", - "issue:44936", - "issue:44938", - "issue:44977", - "issue:44991", - "issue:45005", - "issue:45216", - "issue:45290", - "issue:45356", - "issue:45381", - "issue:45440", - "issue:45823" - ], - "soft_pairs": [ - "issue:43697|issue:45216", - "issue:43531|issue:44821", - "issue:28282|issue:29127", - "issue:44514|issue:45381", - "issue:44625|issue:44877", - "issue:43582|issue:44977", - "issue:43720|issue:44898", - "issue:43643|issue:44561", - "issue:43452|issue:43577", - "issue:42175|issue:44938", - "issue:44466|issue:45005", - "issue:44514|issue:45290", - "issue:43452|issue:44843", - "issue:43819|issue:44811", - "issue:41762|issue:44936", - "issue:43295|issue:45356", - "issue:43653|issue:44568", - "issue:24643|issue:29127", - "issue:44936|issue:45823", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:43653|issue:44361", - "issue:30064|issue:33666", - "issue:44464|issue:44743", - "issue:43577|issue:43697", - "issue:44843|issue:44991", - "issue:41720|issue:43906", - "issue:44977|issue:45356", - "issue:43688|issue:45440", - "issue:43531|issue:43742", - "issue:43653|issue:43927" - ], - "prepared_review_unit_hash": "8b296f36fe69eaf5f9a5d0e5c5d61a6b8f0e05396f96837f76de864704e70ae7", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37149, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "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": 16, - "review_unit_index": 19, + "review_unit_index": 21, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -5084,323 +6767,301 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:32090", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", "issue:33357", - "issue:33666", "issue:34567", - "issue:35141", - "issue:36010", - "issue:36331", - "issue:39692", - "issue:41720", - "issue:43122", - "issue:43262", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", "issue:43295", - "issue:43329", "issue:43334", - "issue:43452", + "issue:43450", "issue:43493", - "issue:43504", "issue:43525", + "issue:43540", "issue:43550", "issue:43572", - "issue:43577", - "issue:43606", "issue:43688", - "issue:43720", - "issue:43742", - "issue:43749", - "issue:43756", - "issue:43825", - "issue:43906", - "issue:43927", - "issue:44361", - "issue:44451", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", "issue:44464", + "issue:44466", "issue:44554", "issue:44568", "issue:44610", - "issue:44821", "issue:44849", - "issue:44913", + "issue:44898", "issue:44964", - "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", "issue:45325", - "issue:45357", - "issue:45405", - "issue:45588", - "issue:45704", - "issue:45812" + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45701", + "issue:45823" ], "soft_pairs": [ - "issue:43577|issue:45588", - "issue:44464|issue:44977", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:32090|issue:34567", - "issue:43504|issue:44610", - "issue:32090|issue:33666", - "issue:28282|issue:35141", - "issue:43122|issue:43906", - "issue:43452|issue:44451", - "issue:44568|issue:45812", - "issue:43688|issue:43749", - "issue:44849|issue:45357", - "issue:43742|issue:44821", - "issue:41720|issue:44464", - "issue:43329|issue:45325", - "issue:33666|issue:36010", - "issue:43493|issue:43825", - "issue:43525|issue:43572", - "issue:43756|issue:44913", - "issue:43262|issue:43295", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:43334|issue:43572", - "issue:43577|issue:44554", - "issue:43688|issue:45704", - "issue:43720|issue:44361", - "issue:33666|issue:36331", - "issue:39692|issue:43493", - "issue:44964|issue:45405" + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43873|issue:44464", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:38175|issue:45412" ], - "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", + "prepared_review_unit_hash": "c67e75d3eb85bb1be7cd712af641fa49a730708edee8683a9fa35e539ffca2fb", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38164, - "estimated_input_tokens": 9541, - "estimated_eval_tokens": 19338 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", + "summary": "The items are a heterogeneous mix of unrelated bug reports and regressions (tokenization, multimodal loading, generation, dtype, offloading, attention, etc.). The soft pairs are mostly superficial keyword overlap rather than the same underlying defect, so this cluster should not be collapsed into duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." + "reason": "Flash Attention 2 test failures vs MLflow reporting after training failure; different subsystems and failure modes." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." + "reason": "ZeRO-3 gradient anomaly vs Phi-4 multimodal loading failure; unrelated training stability vs model import/loading." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; both mention tokens but are different components and symptoms." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." + "reason": "Auxiliary loss normalization vs offloading with quantization; separate model-training math and inference/offload behavior." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." + "reason": "MPS attention correctness issue vs PyTorch version check for AuxRequest import; unrelated attention kernel bug and import gating bug." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." + "reason": "Compile error on non-template nodes vs flash_attn KeyError on Python 3.13; different error paths and modules." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." + "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 zero probabilities; no shared code path or bug type." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." + "reason": "add_special_tokens regression for one tokenizer vs broad tokenization differences across versions; too generic and not the same defect." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." + "reason": "Video input processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids defaulting; different model families and processing stages." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "PyTorch import error and embedding reinitialization are distinct issues." + "reason": "generation kwargs update after sync_gpus vs Qwen3.5 hidden_states bug; both in generation but distinct code paths and outputs." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." + "reason": "CI bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; both involve dtype-ish testing but not the same concrete bug." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." + "reason": "Defaulting mm_token_type_ids vs Gemma4 PLE device mismatch; same model family but different behavior and fix scope." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." + "reason": "Embedding dtype drift BF16->FP32 vs resume_from_checkpoint key mismatch; unrelated training/eval dtype and checkpoint key handling." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + "reason": "Liger Kernel application in model_init vs Qwen3.5 output_hidden_states bug; different features and failure conditions." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." + "reason": "Tokenizer added-space issue vs MacOS bus error on CLIP model; both are user-facing regressions but not the same problem." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." + "reason": "MPS attention correctness on value head dim mismatch vs Kimi-K2.5 tokenizer codec regression; unrelated backend math vs tokenizer logic." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." + "reason": "processor.tokenizer/images regression vs OmDet-Turbo processor image-size mismatch; both are processor bugs but different models and outputs." }, { - "left": "issue:43329", + "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." + "reason": "Gemma4 token-type defaults vs Qwen2.5-VL rope index temporal scaling; different multimodal internals and symptoms." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." + "reason": "lm_head.weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both weight-related but not the same serialization/training bug." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." + "reason": "Qwen3-VL pad_token_id import error vs Llama4 pad_token_id missing; similar attribute name, but different configs and model families." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." + "reason": "Perceiver non-default resolution failure vs RT-DETR memory not released on delete; unrelated image-resolution handling and lifecycle/memory leak." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." + "reason": "SigLIP2 HF vs JAX discrepancy vs resume_from_checkpoint key mismatch; different correctness domains with no shared code path." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." + "reason": "flash_attention_utils import error vs meta-device model loading breakage; both are loading regressions, but distinct import and initialization failures." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." + "reason": "StableLm missing pad_token_idx after v5 update vs loading physical-intelligence/fast on >=5.1.0; both version-related, but separate model-specific breakages." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." + "reason": "quantization/offloading behavior vs inconsistent chunked generation with compiled forward; different subsystems and fixes." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." + "reason": "missing pad_token_idx in StableLmConfig vs meta-device loading regressions; both version regressions, but not the same bug." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." + "reason": "processor.tokenizer regression vs batched video processor shape bug; both processor-related, but different modalities and outputs." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "missing Qwen2_5_VL class import vs DeepSeek coder detokenization regression; import/export issue vs tokenizer behavior." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "torch.compile SDPA failure in Bamba vs ZeRO-3 gradient growth; both training/runtime bugs but entirely different mechanisms." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." + "reason": "processor.tokenizer/images regression vs quantization offloading issue; separate processor API breakage and model loading/offload behavior." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump problem." + "reason": "SigLIP2 probability anomaly vs RT-DETR memory leak on deletion; unrelated model correctness and memory management bugs." } ] }, @@ -5415,282 +7076,296 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 20, + "review_unit_index": 22, "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-15354-389", "nodes": [ - "issue:33357", - "issue:33666", - "issue:39692", - "issue:43257", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", "issue:43278", "issue:43295", - "issue:43299", + "issue:43335", + "issue:43425", + "issue:43450", "issue:43493", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43550", "issue:43575", "issue:43606", - "issue:43646", + "issue:43611", "issue:43653", - "issue:43688", - "issue:43756", + "issue:43819", "issue:43824", - "issue:43844", - "issue:43927", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", "issue:43994", "issue:44112", - "issue:44291", - "issue:44361", - "issue:44423", - "issue:44464", - "issue:44466", - "issue:44479", - "issue:44488", - "issue:44493", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44514", "issue:44521", - "issue:44589", - "issue:44625", - "issue:44734", + "issue:44561", + "issue:44610", + "issue:44743", "issue:44792", - "issue:44843", - "issue:44977", + "issue:44857", "issue:45083", + "issue:45127", + "issue:45198", "issue:45200", - "issue:45229", + "issue:45245", "issue:45290", - "issue:45405", - "issue:45520", + "issue:45381", + "issue:45563", "issue:45584", - "issue:45701", - "issue:45759", - "issue:45823" + "issue:45588", + "issue:45593" ], "soft_pairs": [ - "issue:44479|issue:44625", - "issue:43540|issue:44977", - "issue:43493|issue:43844", - "issue:43756|issue:45083", - "issue:43278|issue:43844", - "issue:45200|issue:45229", - "issue:43257|issue:43299", - "issue:44488|issue:44843", - "issue:43824|issue:44589", - "issue:43646|issue:44466", - "issue:43688|issue:45701", - "issue:45229|issue:45823", - "issue:39692|issue:43295", - "issue:44589|issue:45520", - "issue:33357|issue:33666", - "issue:43504|issue:43606", - "issue:44423|issue:44734", - "issue:43572|issue:44291", - "issue:43927|issue:44361", - "issue:43504|issue:43653", - "issue:44625|issue:45759", - "issue:43575|issue:45405", - "issue:43606|issue:44112", - "issue:44792|issue:45405", - "issue:43994|issue:44493", - "issue:44464|issue:45584", - "issue:44521|issue:45290" + "issue:44514|issue:44521", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931" ], - "prepared_review_unit_hash": "f2318ea86ed5068928d95a18a733811e192c2f0b3388435ff56f5a370f2edddb", + "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35361, - "estimated_input_tokens": 8841, - "estimated_eval_tokens": 17938 + "soft_pair_count": 29, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: most are same-family regressions (Qwen, Gemma, multimodal, tokenizer/config) but on different code paths or failure modes. No PRs are present. The most suitable anchor issue is the open multimodal regression #44521 because it is concrete, broad, and already has follow-on references.", - "confidence": 0.82, - "canonical_issue_reason": "#44521 is the best canonical issue: it is open, clearly reproducible, affects multimodal `apply_chat_template`, and already has multiple inbound references, making it the most actionable representative bug in this set.", + "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the strongest overall issue candidate because it has a clear regression statement, broad impact on multimodal inputs, and enough discussion/reference activity to serve as a triage hub.", + "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both mention Qwen3.5, but one is a video-input regression across Qwen2.5/3/3.5 VL models and the other is `num_labels` propagation between configs; different bugs and code paths." + "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43295", + "right": "issue:43994", "accept": false, - "reason": "`Qwen3OmniMoe` video-processing `ValueError` and `Qwen3.5` flash-attention generation issues are separate runtime problems." + "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is about model parity, while the other is a ZeRO-3 gradient scaling issue; not the same defect." + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and a `qwen3_omni_moe` helper length function bug are unrelated implementations." + "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Embedding dtype drift in eval and abnormal gradients under ZeRO-3 are distinct training/eval bugs." + "reason": "Both are import errors, but for different symbols and unrelated modules." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "`mm_token_type_ids` defaulting and Gemma4 multi-GPU OOM are different symptoms with different fixes." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a loader regression in v5.0; not the same issue." + "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "A model failing to load and an offline-mode hub call in `_patch_mistral_regex` are unrelated." + "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Qwen2.5-VL import failure and missing `Float8_e4m3fnStorage` are different import/runtime errors." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." + }, + { + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." + "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Aux-loss normalization in MoE models and tokenization changes across versions are unrelated bugs." + "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Gemma4 OOM under multi-GPU inference and device mismatch with `device_map=\"auto\"` are different forward-path failures." + "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "SigLIP2 doc-example errors and the `processor.tokenizer`/image-to-tokenizer regression are both multimodal, but not the same concrete bug." + "reason": "LoRA merge collapse and category-count runtime limits are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "A storage-class lookup failure and a Python 3.13 `flash_attn` import key error are unrelated compatibility issues." + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are completely different problem areas." + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "BEiT legacy-field loading failure and Bark CPU-offload device mismatch do not share the same failure mode." + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both are `transformers serve` issues, but one crashes on multimodal batching and the other on KV-cache continuation indexing; different code paths." + "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Missing `pad_token_idx` in StableLM config and unexpected `_is_hf_initialized` during `init_empty_weights` are separate config/init regressions." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "DiaConfig token-ID loss on save/load and MLukeTokenizer task failures are unrelated tokenizer/config bugs." + "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "BEiT semantic-segmentation loading and BigBirdTokenizer special-token registration are distinct model/tokenizer issues." + "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 multimodal configs and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are related only at a high level; they are different bugs." + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and a PEFT minimum-version bump are not duplicates." + "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "CPU-offload device mismatch in Bark and a stale GraniteSpeech CI test are unrelated." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." + "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and unexpected key/position-id issues are different model-loading regressions." + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after token alignment are different generation bugs." + "reason": "Different missing imports: flash-support helper vs HybridCache." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "All-zero assistant masks in multimodal templates and tool-call assistant messages with no content are both template bugs, but the concrete failure and fix are different." + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." } ] }, @@ -5705,7 +7380,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 21, + "review_unit_index": 23, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -5714,308 +7389,332 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:15354", "issue:28218", + "issue:29127", "issue:29942", - "issue:30333", - "issue:33357", - "issue:34567", - "issue:37428", + "issue:32090", + "issue:34689", + "issue:35141", "issue:38175", - "issue:43232", - "issue:43278", - "issue:43295", - "issue:43334", - "issue:43450", - "issue:43493", - "issue:43525", - "issue:43540", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", "issue:43550", - "issue:43572", - "issue:43688", + "issue:43606", + "issue:43653", "issue:43701", - "issue:43824", - "issue:43844", - "issue:43873", - "issue:43957", - "issue:43975", - "issue:44315", - "issue:44464", - "issue:44466", - "issue:44554", + "issue:43720", + "issue:43819", + "issue:43927", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", "issue:44568", - "issue:44610", - "issue:44849", - "issue:44898", - "issue:44964", - "issue:44987", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", "issue:45072", - "issue:45084", - "issue:45127", + "issue:45083", "issue:45198", - "issue:45200", - "issue:45325", - "issue:45356", - "issue:45412", - "issue:45446", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45491", "issue:45520", - "issue:45701", + "issue:45563", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", "issue:45823" ], "soft_pairs": [ - "issue:29942|issue:30333", - "issue:43844|issue:44964", - "issue:28218|issue:34567", - "issue:43688|issue:43873", - "issue:44554|issue:45446", - "issue:45084|issue:45520", - "issue:15354|issue:38175", - "issue:44568|issue:45701", - "issue:43540|issue:45200", - "issue:43232|issue:44849", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:43278|issue:43701", - "issue:44315|issue:44849", - "issue:28218|issue:33357", - "issue:44554|issue:45356", - "issue:43295|issue:44610", - "issue:45200|issue:45325", - "issue:44466|issue:45127", - "issue:43334|issue:43525", - "issue:44898|issue:45412", - "issue:43493|issue:43701", - "issue:37428|issue:43957", - "issue:43572|issue:44987", - "issue:43873|issue:44464", - "issue:43572|issue:43957", - "issue:43295|issue:43450", - "issue:43824|issue:43975", - "issue:43550|issue:43844", - "issue:43295|issue:43873", - "issue:38175|issue:45412" + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45198|issue:45803", + "issue:29127|issue:32090", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "8b4f88e052664728b72dda6a71b440e0377070332103df631c9df0848a8f329d", + "prepared_review_unit_hash": "ca220442901ed4f7d6a3eec44c34c408eb57ccf993bc2a0c61727db37bf69c23", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36518, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "soft_pair_count": 34, + "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 very heterogeneous; almost all soft pairs are topical only and should not be deduplicated. I would reject every soft edge here. There are a couple of weak model/config overlaps (especially pad_token_id-related issues), but not enough to treat them as the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the items split into unrelated regressions across tokenizers, multimodal processors, generation, loading, and training.", + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated bugs, docs issues, tokenizer/model-loading regressions, and CI failures. The only clear duplicate is the two Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE from_pretrained regression and has the fuller context; 45478 is a duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 43334 is the closest to a recurring concrete bug pattern (config missing pad_token_id during model loading), but it still does not unify the rest of the cluster.", + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate pair in this cluster and is the cleanest issue to anchor triage around.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Flash-Attention test failures and MLflow job-state reporting are unrelated subsystems and different failure modes." + "reason": "Different problems: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction bug." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "ZeRO-3 gradient growth and a multimodal model load failure are not the same bug or code path." + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to Beit reduce_labels returning one label." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading issue, not the trust_remote_code / is_torch_fx_available regression." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Aux-loss normalization and quantization offloading are different training/runtime issues." + "reason": "One is a v5 API removal breaking trust_remote_code models; the other is Deepseek tokenizer output drift." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to a flex_attention import/version check bug." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 device_map auto mismatch." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are not the same problem." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are different code paths." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + "reason": "DAC.from_latents / missing STE is unrelated to unexpected position-id key warnings across many models." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure; these are duplicate reports." + }, + { + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "A specific special-token behavior regression and a broad tokenization-version complaint are too different to merge." + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device override test are distinct failures." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids handling are different model paths." + "reason": "DebertaV2 Python 3.13 import parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Generation kwargs sync behavior and output_hidden_states on Qwen3.5 are separate generation/model-output issues." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." + "reason": "SwitchTransformersConfig sparse-layer construction and BEiT preset loading with a legacy field are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device-map forward mismatch; different code paths." + "reason": "SigLIP2 docs example errors do not match the broad position-id key regression." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatches are unrelated trainer/runtime bugs." + "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to qwen3_omni_moe output-length logic." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 hidden_states regression." + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer incorrect results are unrelated tokenizer/model changes." }, { "left": "issue:28218", - "right": "issue:33357", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP are unrelated." + "reason": "Added-token spacing behavior is unrelated to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "An attention kernel correctness issue and a Kimi tokenizer/codec regression are not the same underlying change." + "reason": "SwitchTransformers sparse-layer bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper are not the same bug." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are both processor-related but not the same bug." + "reason": "Sparse-layer creation is unrelated to D-FINE auxiliary loss disabling." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are distinct multimodal bugs." + "reason": "Packed-weight unpacking in BitNet loading and GraniteSpeech stale override CI failure are distinct." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocabulary are different failures." + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU CUDA OOM are different failures." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and are not clearly the same concrete bug." + "reason": "Pegasus output drift is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume checkpoint key mismatch are unrelated." + "reason": "mdeberta-v3-base add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Flash-attention import breakage and meta-device model loading regressions are different failure modes." + "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "A StableLm config attribute regression and a generic model-loading failure in transformers>=5.1 are not the same bug." + "reason": "Wav2Vec2 save_pretrained/tokenization failure is unrelated to bare except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Both are v5 loading regressions, but they involve different mechanisms and model families." + "reason": "AMP crash in LwDetrImageLoss is not the same as SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "A processor/tokenizer API regression is not the same as incorrect batched video output shapes." + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class and incorrect detokenization in v5 are unrelated." + "reason": "Llama 3.2 Vision load breakage and embedding reinit after resize are different model-loading bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "torch.compile+SDPA failure and ZeRO-3 gradient inflation are different training/runtime issues." + "reason": "DiaConfig losing custom token IDs and from_pretrained loading the wrong custom module are both save/load related but not the same concrete failure." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Processor API regression and quantization offloading are unrelated." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leaks are unrelated." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning about num_return_sequences." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The packet supports the identical-title duplicate pair 45310/45478 as the only clear duplicate, and the rest of the soft pairs are plausibly separate issues. The canonical choice of 45310 as the earlier, fuller report is reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6023,7 +7722,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 22, + "review_unit_index": 24, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -6032,416 +7731,291 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", "issue:37428", - "issue:38175", "issue:42915", - "issue:43262", + "issue:42994", + "issue:43065", + "issue:43066", "issue:43278", - "issue:43295", - "issue:43335", - "issue:43425", - "issue:43450", - "issue:43493", + "issue:43381", + "issue:43412", + "issue:43421", "issue:43550", - "issue:43575", - "issue:43606", - "issue:43611", "issue:43653", - "issue:43819", - "issue:43824", - "issue:43825", - "issue:43827", - "issue:43856", - "issue:43901", - "issue:43931", + "issue:43873", + "issue:43976", "issue:43994", - "issue:44112", + "issue:44186", "issue:44206", - "issue:44351", - "issue:44360", - "issue:44442", + "issue:44265", + "issue:44361", "issue:44448", - "issue:44514", - "issue:44521", - "issue:44561", - "issue:44610", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44734", "issue:44743", - "issue:44792", "issue:44857", + "issue:44871", + "issue:44977", "issue:45083", - "issue:45127", "issue:45198", - "issue:45200", "issue:45245", - "issue:45290", - "issue:45381", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", "issue:45563", - "issue:45584", "issue:45588", - "issue:45593" + "issue:45823" ], "soft_pairs": [ - "issue:44514|issue:44521", - "issue:43295|issue:43994", - "issue:43278|issue:43856", - "issue:44442|issue:45198", - "issue:37428|issue:43824", - "issue:38175|issue:43493", - "issue:42915|issue:43824", - "issue:43827|issue:43901", - "issue:43653|issue:44112", - "issue:43450|issue:43493", - "issue:43450|issue:43575", - "issue:44792|issue:45563", - "issue:44360|issue:44561", - "issue:45127|issue:45245", - "issue:43819|issue:45083", - "issue:44206|issue:45584", - "issue:43262|issue:43450", - "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:37428|issue:43425", - "issue:44857|issue:45593", - "issue:43278|issue:43825", - "issue:43606|issue:45083", - "issue:43335|issue:43550", - "issue:45290|issue:45381", - "issue:45200|issue:45588", - "issue:44448|issue:44743", - "issue:37428|issue:44351", - "issue:43611|issue:43931" - ], - "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35836, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." - }, - { - "left": "issue:43295", - "right": "issue:43994", - "accept": false, - "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated modules." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." - }, + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:44451|issue:45520", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "e32baea62200637de7720d2a3ca880e32d8799977080ddcc9d344e05ab36db70", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36433, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the items cover unrelated tokenizer, quantization, export, attention, and runtime bugs. I reject all soft links; none of the paired issues look like the same underlying defect. I chose one broad open issue as the cluster anchor, but it is not a true duplicate hub.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest open, actively discussed issue in the set, so it is the least bad anchor for a noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative because it is open, broadly scoped, and has the highest discussion/inbound activity among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." + "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention sink-less crash." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs a helper-length bug in qwen3_omni_moe." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." + "reason": "Executorch export guards/support vs flash-attention s_aux=None crash are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." + "reason": "Category-cardinality runtime error and a stale paging warning are not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." + "reason": "Quantization/offloading behavior does not match a position-id key mismatch." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "LoRA merge collapse and category-count runtime limits are unrelated." + "reason": "One is a missing ReasoningEffort import; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." + "reason": "Both are import errors, but for different symbols in different modules; not the same underlying defect." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." + "reason": "Dtype drift in eval and gradient-checkpointing restrictions in eval are distinct behavior changes." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." + "reason": "Flash-attention sink handling and Gemma4 PLE device placement are unrelated." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType handling are unrelated subsystems." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder has nothing to do with RT-DETR memory release." }, { "left": "issue:44857", - "right": "issue:45593", + "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." + "reason": "AMP/CUDA loss crash is not the same as flash-attention s_aux=None handling." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." + "reason": "Generation output mismatch and lm_head serialization inconsistency are different issues." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." + "reason": "LayoutLMv2 tokenization/padding crash and Wav2Vec2 save/tokenization failure are different bugs." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." + "reason": "Model loading failure for ScandiBERT and flash_attn import on Python 3.13 are unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." + "reason": "SigLIP2 pipeline output issues do not match RT-DETR memory reclamation." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Different missing imports: flash-support helper vs HybridCache." + "reason": "MLukeTokenizer task errors and Wav2Vec2 save/tokenization failures are not the same defect." }, { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." - } - ] - }, - "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": 16, - "review_unit_index": 23, - "review_unit_count": 45, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", - "nodes": [ - "issue:28218", - "issue:29127", - "issue:29942", - "issue:32090", - "issue:34689", - "issue:35141", - "issue:38175", - "issue:39692", - "issue:40444", - "issue:43335", - "issue:43388", - "issue:43504", - "issue:43526", - "issue:43550", - "issue:43606", - "issue:43653", - "issue:43701", - "issue:43720", - "issue:43819", - "issue:43927", - "issue:44112", - "issue:44206", - "issue:44292", - "issue:44448", - "issue:44462", - "issue:44493", - "issue:44561", - "issue:44568", - "issue:44779", - "issue:44855", - "issue:44857", - "issue:44977", - "issue:45072", - "issue:45083", - "issue:45198", - "issue:45229", - "issue:45310", - "issue:45459", - "issue:45478", - "issue:45491", - "issue:45520", - "issue:45563", - "issue:45593", - "issue:45698", - "issue:45712", - "issue:45803", - "issue:45823" - ], - "soft_pairs": [ - "issue:39692|issue:43526", - "issue:43388|issue:43526", - "issue:44462|issue:44561", - "issue:44561|issue:44779", - "issue:44206|issue:45823", - "issue:43335|issue:43653", - "issue:43819|issue:44493", - "issue:45310|issue:45478", - "issue:43550|issue:44112", - "issue:44855|issue:45083", - "issue:29942|issue:32090", - "issue:43335|issue:43504", - "issue:39692|issue:44493", - "issue:43335|issue:45083", - "issue:44292|issue:45520", - "issue:38175|issue:44493", - "issue:44448|issue:44779", - "issue:28218|issue:35141", - "issue:43335|issue:45072", - "issue:43335|issue:45593", - "issue:43720|issue:44112", - "issue:44977|issue:45229", - "issue:44448|issue:44977", - "issue:45459|issue:45712", - "issue:44568|issue:45491", - "issue:43606|issue:44857", - "issue:45198|issue:45803", - "issue:29127|issue:32090", - "issue:44857|issue:45072", - "issue:40444|issue:43526", - "issue:34689|issue:35141", - "issue:43927|issue:45698", - "issue:43701|issue:45083", - "issue:44977|issue:45563" - ], - "prepared_review_unit_hash": "35a3cbb53140c2cd5faf8c7e53ce5699dcc6585afec2051426948f78c2321adc", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37522, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure on Qwen3Moe and quantized model saving are different quantization-related problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings have no concrete overlap." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen flash-attention generation regression are distinct." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 output mismatch are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor arg regression and Qwen video-input regression are different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests and void segmentation map processing are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different serve bugs." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6453,297 +8027,304 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 24, + "review_unit_index": 25, "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-15354-389", "nodes": [ - "issue:25251", + "issue:29127", "issue:29942", - "issue:30064", "issue:32090", + "issue:33357", + "issue:34567", "issue:35141", "issue:36010", - "issue:37428", + "issue:39692", + "issue:41720", "issue:42915", - "issue:42994", - "issue:43065", - "issue:43066", + "issue:43262", "issue:43278", + "issue:43329", + "issue:43334", "issue:43381", - "issue:43412", - "issue:43421", - "issue:43550", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", "issue:43873", - "issue:43976", - "issue:43994", + "issue:43931", "issue:44186", "issue:44206", - "issue:44265", - "issue:44361", - "issue:44448", - "issue:44451", - "issue:44462", - "issue:44466", - "issue:44479", - "issue:44493", - "issue:44734", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", "issue:44743", + "issue:44811", "issue:44857", - "issue:44871", "issue:44977", - "issue:45083", - "issue:45198", + "issue:45072", + "issue:45103", + "issue:45229", "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", - "issue:45520", - "issue:45563", "issue:45588", - "issue:45823" + "issue:45593" ], "soft_pairs": [ - "issue:45372|issue:45588", - "issue:43550|issue:45083", - "issue:43412|issue:45588", - "issue:45245|issue:45563", - "issue:29942|issue:35141", - "issue:43873|issue:44493", - "issue:45372|issue:45459", - "issue:36010|issue:37428", - "issue:43066|issue:44462", - "issue:43278|issue:43381", - "issue:45588|issue:45823", - "issue:25251|issue:32090", - "issue:43065|issue:45412", - "issue:44857|issue:45588", - "issue:44448|issue:44466", - "issue:43653|issue:44743", - "issue:44186|issue:45198", - "issue:43976|issue:45440", - "issue:44451|issue:45520", - "issue:43994|issue:45412", - "issue:44361|issue:45198", - "issue:42915|issue:42994", - "issue:43421|issue:45491", - "issue:44871|issue:44977", - "issue:44265|issue:45198", - "issue:43065|issue:43994", - "issue:44206|issue:44479", - "issue:29942|issue:30064", - "issue:44734|issue:45406" + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "646e8639c9d4743b04238e6cdd681bd4add17f11aa5ff85fa9159b2e579233ac", + "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only loosely text-similar and do not describe the same underlying bug. I would not merge any of the soft-edge pairs; there is no strong duplicate family here.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45588 is the most concrete and central bug among the few related Gemma/flash-attention items: it names a specific crashing code path in `integrations/flash_attention.py` and has a clear repro/fix surface. That said, it is not a true umbrella for the whole cluster.", + "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the best representative issue because it is actionable, code-path specific, and closer to the small Gemma/flash-attention subset than the other loose similarities.", + "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Different failures: Gemma 4 processor loading import error vs `flash_attention.py` crash on `s_aux=None`; not the same bug." + "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "`torch.compile` + SDPA model failure is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Executorch export / `erfinv` support issue is a different code path from the flash-attention `AttributeError`." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Category cardinality RuntimeError and stale paged-generate warning are unrelated." + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization in `post_init`." + "reason": "Both concern model implementation differences, but they are for different models and different bugs." }, { "left": "issue:43873", - "right": "issue:44493", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." + }, + { + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are different defects." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor import break and tokenizer error masking when protobuf is missing are separate tokenizer-loading problems." + "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules/code paths." + "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring repository `tokenizer.json` are distinct tokenizer-loading bugs." + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." }, { "left": "issue:43278", - "right": "issue:43381", + "right": "issue:43329", "accept": false, - "reason": "Dtype change in eval vs training is unrelated to gradient checkpointing being unsupported in eval mode." + "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 PLE device mismatch." + "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Pipeline `top_k` nesting change and Trainer `_gpu_broadcast_one` `NoneType` error are different subsystems." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Dummy `Conv2d` in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "LwDetr image loss AMP/CUDA crash is a different model/loss path than the flash-attention integration crash." + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Different output between v4/v5 for Pegasus and inconsistent `lm_head.weight` serialization are not the same bug." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different code paths." + "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "LayoutLMv2Tokenizer NER padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Python version compatibility break and DeepSeekV3MoE divergence are different issues." + "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "ScandiBERT loading failure and Python 3.13 `flash_attn` KeyError are unrelated." + "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline output issue and RT-DETR memory leak are different defects." + "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." + "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "FP8 config failure for Qwen3Moe and quantized model saving failure are quantization-related but not the same concrete bug." + "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings during mixed-length batching." + "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation regression are different model/config issues." + "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "`torch.export` failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are not the same underlying problem." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Feature extractor center-arg crash and Qwen video-input regression are different failures." + "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Both are preprocessing/test regressions, but Flash Attention 2 failures and void-segmentation-map handling are different code paths and bugs." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing `_tokenizer` are unrelated errors." + "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." } ] }, @@ -6758,304 +8339,283 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 25, + "review_unit_index": 26, "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-15354-389", "nodes": [ + "issue:28218", "issue:29127", - "issue:29942", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", - "issue:35141", - "issue:36010", + "issue:34689", + "issue:38175", "issue:39692", - "issue:41720", - "issue:42915", - "issue:43262", - "issue:43278", - "issue:43329", - "issue:43334", + "issue:41628", + "issue:42907", + "issue:43295", + "issue:43316", "issue:43381", - "issue:43441", - "issue:43526", - "issue:43531", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", "issue:43575", - "issue:43653", - "issue:43701", - "issue:43723", - "issue:43756", - "issue:43824", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", "issue:43873", "issue:43931", - "issue:44186", - "issue:44206", - "issue:44279", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", "issue:44442", - "issue:44464", - "issue:44554", - "issue:44610", + "issue:44479", + "issue:44568", "issue:44743", - "issue:44811", - "issue:44857", + "issue:44898", + "issue:44964", "issue:44977", - "issue:45072", - "issue:45103", - "issue:45229", - "issue:45245", + "issue:45216", + "issue:45290", "issue:45372", - "issue:45406", - "issue:45412", "issue:45440", + "issue:45479", "issue:45491", + "issue:45584", "issue:45588", - "issue:45593" + "issue:45698", + "issue:45759", + "issue:45803" ], "soft_pairs": [ - "issue:33357|issue:39692", - "issue:29127|issue:34567", - "issue:44610|issue:45412", - "issue:45103|issue:45372", - "issue:43756|issue:45440", - "issue:43873|issue:45229", - "issue:43723|issue:44554", - "issue:45372|issue:45406", - "issue:43278|issue:43575", - "issue:43381|issue:43701", - "issue:43278|issue:43329", - "issue:43653|issue:44442", - "issue:45440|issue:45593", - "issue:41720|issue:45229", - "issue:29942|issue:36010", - "issue:43334|issue:43531", - "issue:32090|issue:33357", - "issue:43526|issue:44186", - "issue:44977|issue:45245", - "issue:43824|issue:44279", - "issue:43526|issue:44857", - "issue:43526|issue:44610", - "issue:43262|issue:44206", - "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:43441|issue:45588", - "issue:44464|issue:45491", - "issue:44743|issue:44811", - "issue:43575|issue:43701", - "issue:29127|issue:35141" + "issue:44442|issue:45803", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:43575|issue:44387", + "issue:33357|issue:38175", + "issue:44977|issue:45584", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:44479|issue:45290", + "issue:28218|issue:32090", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", + "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36798, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", + "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." - }, - { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." + "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both concern model implementation differences, but they are for different models and different bugs." + "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." + "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." + "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." + "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." + "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." + "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." + "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." + "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." + "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." + "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." + "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." }, { - "left": "issue:43526", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." + "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." + "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43295", + "right": "issue:45584", "accept": false, - "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." + "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." + "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." + "reason": "Both are import/load failures, but they involve different missing symbols and different modules." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." + "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." } ] }, @@ -7070,283 +8630,296 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 26, + "review_unit_index": 27, "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-15354-389", "nodes": [ - "issue:28218", + "issue:25251", + "issue:28282", "issue:29127", "issue:32090", "issue:33290", "issue:33357", - "issue:34567", "issue:34689", - "issue:38175", - "issue:39692", - "issue:41628", - "issue:42907", + "issue:35141", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", "issue:43295", "issue:43316", "issue:43381", - "issue:43452", - "issue:43493", - "issue:43525", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", "issue:43550", - "issue:43575", - "issue:43611", - "issue:43646", - "issue:43720", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", "issue:43761", - "issue:43827", + "issue:43825", + "issue:43856", "issue:43873", - "issue:43931", "issue:44077", - "issue:44079", - "issue:44188", - "issue:44387", - "issue:44442", + "issue:44162", + "issue:44190", "issue:44479", - "issue:44568", - "issue:44743", - "issue:44898", - "issue:44964", - "issue:44977", - "issue:45216", - "issue:45290", - "issue:45372", - "issue:45440", - "issue:45479", - "issue:45491", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", "issue:45584", - "issue:45588", - "issue:45698", - "issue:45759", - "issue:45803" + "issue:45656" ], "soft_pairs": [ - "issue:44442|issue:45803", - "issue:43646|issue:44077", - "issue:43452|issue:45588", - "issue:43575|issue:44387", - "issue:33357|issue:38175", - "issue:44977|issue:45584", - "issue:44964|issue:45440", - "issue:43316|issue:43525", - "issue:43761|issue:44079", - "issue:28218|issue:29127", - "issue:44479|issue:45290", - "issue:28218|issue:32090", - "issue:42907|issue:45698", - "issue:33290|issue:34567", - "issue:43761|issue:44188", - "issue:34689|issue:43611", - "issue:43931|issue:45216", - "issue:44442|issue:44898", - "issue:39692|issue:45491", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:43295|issue:45584", - "issue:43316|issue:45759", - "issue:44568|issue:45479", - "issue:41628|issue:45372", - "issue:43720|issue:44442" + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:45127|issue:45200", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:33290|issue:35141", + "issue:43065|issue:44617", + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", + "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36094, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", + "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", + "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", + "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." + "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failure modes with different root causes." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." + "reason": "Local dataset loading failure is unrelated to the unrecognized model/config.json model_type error." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." + "reason": "Model-loading regression and GenerationMixin import error are separate import/model initialization problems." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are distinct bugs." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to Qwen3 MoE memory usage during training." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." + "reason": "Optional post_init validation and a video-input regression in Qwen models are not the same bug." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." + "reason": "Both mention DeepSpeed, but OOM with Adafactor and double optimizer.step calls are different concrete issues." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the ZeRO3 empty deque crash." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." + "reason": "LayoutLMv3 box-content messaging and MacOS CLIP bus error have no shared underlying defect." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." + "reason": "Gemma3TextConfig API inconsistency and granite_speech strict config loading are separate config-design issues." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat template padding behavior are different code paths." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." + "reason": "Gradient checkpointing in eval mode and MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to a Gemma3TextConfig API discrepancy." }, { "left": "issue:33290", - "right": "issue:34567", + "right": "issue:34689", "accept": false, - "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." + "reason": "DeepSpeed OOM and Llama 3.2 Vision model loading breakage are not the same defect." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." + "reason": "Untied lm_head weights and FlashAttention failure in Ministral-3 are different model-specific bugs." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." + "reason": "Pipeline top_k shape regression and missing PyTorch ImportError are entirely unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." + "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." + "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." }, { "left": "issue:43550", - "right": "issue:44743", + "right": "issue:43701", "accept": false, - "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43295", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are import/load failures, but they involve different missing symbols and different modules." + "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family bugs." } ] }, @@ -7361,296 +8934,283 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 27, + "review_unit_index": 28, "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-15354-389", "nodes": [ - "issue:25251", - "issue:28282", - "issue:29127", - "issue:32090", - "issue:33290", - "issue:33357", - "issue:34689", - "issue:35141", - "issue:36010", - "issue:41950", - "issue:42175", + "issue:41720", + "issue:42617", "issue:43065", - "issue:43232", - "issue:43295", - "issue:43316", - "issue:43381", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43475", - "issue:43540", - "issue:43550", - "issue:43606", - "issue:43643", - "issue:43701", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", "issue:43742", "issue:43761", - "issue:43825", - "issue:43856", + "issue:43827", "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", "issue:44077", - "issue:44162", "issue:44190", + "issue:44242", + "issue:44464", "issue:44479", "issue:44496", - "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", "issue:44792", "issue:44855", "issue:44871", - "issue:44877", "issue:44913", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", "issue:45127", - "issue:45137", - "issue:45200", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", "issue:45584", - "issue:45656" + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" ], "soft_pairs": [ - "issue:43643|issue:44913", - "issue:32090|issue:33290", - "issue:44190|issue:44496", - "issue:34689|issue:36010", - "issue:43873|issue:44871", - "issue:43381|issue:43856", - "issue:44077|issue:44479", - "issue:33290|issue:45656", - "issue:44855|issue:45137", - "issue:29127|issue:33357", - "issue:43316|issue:44877", - "issue:43540|issue:44514", - "issue:43381|issue:43742", - "issue:42175|issue:43316", - "issue:33290|issue:34689", - "issue:43404|issue:43441", - "issue:25251|issue:28282", - "issue:44162|issue:44792", - "issue:43232|issue:43388", - "issue:43295|issue:43825", - "issue:41950|issue:43475", - "issue:44871|issue:45584", - "issue:43550|issue:43701", - "issue:45127|issue:45200", - "issue:43606|issue:43701", - "issue:43295|issue:44871", - "issue:33290|issue:35141", - "issue:43065|issue:44617", - "issue:43761|issue:44479" + "issue:43673|issue:44743", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", + "prepared_review_unit_hash": "b750514a03f4dfec3ad47cd07b534730bea95f8163dcf026739261ec9fc4938f", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35880, - "estimated_input_tokens": 8970, - "estimated_eval_tokens": 18196 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", + "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." - }, - { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failure modes with different root causes." + "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." }, { - "left": "issue:44190", + "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure is unrelated to the unrecognized model/config.json model_type error." - }, - { - "left": "issue:34689", - "right": "issue:36010", - "accept": false, - "reason": "Model-loading regression and GenerationMixin import error are separate import/model initialization problems." + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are distinct bugs." + "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to Qwen3 MoE memory usage during training." + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Optional post_init validation and a video-input regression in Qwen models are not the same bug." + "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both mention DeepSpeed, but OOM with Adafactor and double optimizer.step calls are different concrete issues." + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the ZeRO3 empty deque crash." + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43575", + "right": "issue:43873", "accept": false, - "reason": "LayoutLMv3 box-content messaging and MacOS CLIP bus error have no shared underlying defect." + "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and granite_speech strict config loading are separate config-design issues." + "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat template padding behavior are different code paths." + "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Gradient checkpointing in eval mode and MobileLLM-125M key error are unrelated." + "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Packaging/backend dependency mismatch is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "DeepSpeed OOM and Llama 3.2 Vision model loading breakage are not the same defect." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Untied lm_head weights and FlashAttention failure in Ministral-3 are different model-specific bugs." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Pipeline top_k shape regression and missing PyTorch ImportError are entirely unrelated." + "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." + "reason": "An isolated reproduction of issue 38071 is too generic to merge with a specific apply_chat_template tool-call crash without explicit matching behavior." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are separate config/state problems." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." + "reason": "Local dataset loading in run_image_classification_no_trainer.py is unrelated to loading the Phi-4 multimodal model." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different runtime failures." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "A janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." + "reason": "Python 3.13 IndentationError in DebertaV2Model and flash_attention.py crashing on s_aux=None are unrelated." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." + "reason": "XLNet CPU-side arange/device bug and a bare-except swallowing errors in FuyuBatchFeature are different code paths." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." + "reason": "All-zero assistant masks in multimodal chat templating and incorrect vision_position_ids in Qwen2.5-VL video input are distinct multimodal bugs." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." + "reason": "SwitchTransformers sparse-layer config regression and a Python 3.13 IndentationError in DebertaV2Model are unrelated." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family bugs." + "reason": "Python 3.14 import failure and the undefined tf backend error from installing tensorboard without TensorFlow are different environment/setup problems." } ] }, @@ -7665,7 +9225,7 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 28, + "review_unit_index": 29, "review_unit_count": 45, "status": "reviewed", "reason": null, @@ -7674,274 +9234,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-389", "nodes": [ - "issue:41720", - "issue:42617", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", "issue:43065", + "issue:43116", + "issue:43295", "issue:43335", - "issue:43452", - "issue:43575", - "issue:43646", - "issue:43673", - "issue:43742", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", "issue:43761", - "issue:43827", - "issue:43873", - "issue:43906", - "issue:43931", - "issue:43994", - "issue:44060", + "issue:43976", "issue:44077", + "issue:44112", + "issue:44186", "issue:44190", - "issue:44242", + "issue:44220", + "issue:44246", "issue:44464", - "issue:44479", + "issue:44466", "issue:44496", - "issue:44521", - "issue:44534", - "issue:44610", - "issue:44617", + "issue:44561", + "issue:44683", "issue:44734", - "issue:44737", "issue:44743", - "issue:44792", "issue:44855", - "issue:44871", + "issue:44877", "issue:44913", - "issue:44936", - "issue:44938", + "issue:44933", "issue:44964", - "issue:44977", - "issue:45127", + "issue:45003", + "issue:45216", "issue:45245", - "issue:45290", - "issue:45357", - "issue:45381", - "issue:45542", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45563", "issue:45584", - "issue:45588", "issue:45600", - "issue:45698", + "issue:45632", "issue:45803" ], "soft_pairs": [ - "issue:43673|issue:44743", - "issue:43452|issue:44496", - "issue:43575|issue:43742", - "issue:44936|issue:45698", - "issue:43646|issue:44913", - "issue:42617|issue:43575", - "issue:43761|issue:44242", - "issue:43575|issue:43873", - "issue:44077|issue:44534", - "issue:43931|issue:44060", - "issue:44464|issue:44871", - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:44617|issue:45584", - "issue:43827|issue:43994", - "issue:44792|issue:44977", - "issue:43906|issue:45290", - "issue:44534|issue:44913", - "issue:44190|issue:44964", - "issue:41720|issue:45245", - "issue:44792|issue:45600", - "issue:44855|issue:45588", - "issue:44737|issue:45803", - "issue:44521|issue:45381", - "issue:45127|issue:45357", - "issue:43335|issue:44855", - "issue:44938|issue:45542" + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43650|issue:44220", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:44964|issue:45600" ], - "prepared_review_unit_hash": "b750514a03f4dfec3ad47cd07b534730bea95f8163dcf026739261ec9fc4938f", + "prepared_review_unit_hash": "85e22a794c5bd45382b593ba7346db5b06df745c3ac150d13cf001b51b11f0d5", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "summary": "This cluster is heterogeneous and does not form a true duplicate set; all soft pairs are false positives spanning unrelated import errors, config regressions, generation bugs, CI failures, and example-script issues.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", + "canonical_issue_reason": "No single canonical issue fits this cluster: the items describe unrelated bugs across different models, APIs, and failure modes, so they should not be merged as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", + "best_issue_reason": "No strong representative issue exists because the cluster is not cohesive; any single issue would be arbitrary rather than a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." + "reason": "Different problems: post_init validation for PatchTSMixer vs strict config loading for granite_speech." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." + "reason": "Both are version/platform regressions, but one is Python 3.9/3.10 compatibility and the other is a Python 3.13 import parse error." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." + "reason": "Unrelated: non-persistent buffer initialization bug vs GPTNeoX config reload dropping rotary_pct." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." + "reason": "Different code paths: torch.compile/SDPA failure in Bamba vs dataset loading in an example script." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." + "reason": "Unrelated: unrecognized model/config loading vs bare except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." + "reason": "Different multimodal forward bugs: CLIP hidden states missing vs Qwen recurrent states resetting." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." + "reason": "Different models and failures: Gemma4 resize-token-embeddings bug vs Whisper empty-transcription generation bug." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." + "reason": "No overlap beyond audio-related wording: placeholder data issue vs fbank feature extraction bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." + "reason": "Both touch CI, but one is a stale device-override test and the other is broken auto_mappings references." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to example script local dataset loading." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." + "reason": "Different example-script failures: multi-label classification output bug vs image-classification local dataset loading." }, { - "left": "issue:44617", + "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." + "reason": "Different failures: category-count runtime limit vs Whisper generation on empty transcription." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Both are config issues, but they concern different models and different missing/default fields." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific issues." + "reason": "Import symbol problem in image_utils vs Qwen3.5 chat crash are unrelated." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "An isolated reproduction of issue 38071 is too generic to merge with a specific apply_chat_template tool-call crash without explicit matching behavior." + "reason": "Both are import errors, but for different symbols and different modules; not the same bug." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are separate config/state problems." + "reason": "Generation correctness bug vs stale warning emission; different behavior and fix scope." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Local dataset loading in run_image_classification_no_trainer.py is unrelated to loading the Phi-4 multimodal model." + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different runtime failures." + "reason": "Siglip2 zero-probabilities issue is unrelated to Sam3PixelDecoder dummy Conv2d behavior." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "A janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." + "reason": "Weight-tying serialization bug and save_pretrained checkpoint regression are different issues." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Different flex_attention bugs: compiled failure on torch>=2.9 vs incorrect version gate for AuxRequest import." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code FX helper removal is unrelated to local-model cache path collisions." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing bug is unrelated to trust_remote_code cache path naming." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialized lm_head.weight/device-dependent bug is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Import slowness and unsafe sys.modules access may be related broadly, but they are not the same concrete bug." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "XLNet CPU-side arange/device bug and a bare-except swallowing errors in FuyuBatchFeature are different code paths." + "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to unrecognized model/config loading." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating and incorrect vision_position_ids in Qwen2.5-VL video input are distinct multimodal bugs." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs layer_type_validation." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45406", + "right": "issue:45632", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache path collision." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "SwitchTransformers sparse-layer config regression and a Python 3.13 IndentationError in DebertaV2Model are unrelated." + "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty-transcription failure." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Python 3.14 import failure and the undefined tf backend error from installing tensorboard without TensorFlow are different environment/setup problems." + "reason": "Phi-4-multimodal loading regression is unrelated to broken Sam3LiteText auto_mappings references." } ] }, @@ -7952,130 +9540,6 @@ "error_kind": null, "error_message": null }, - { - "label": "issue", - "component_index": 2, - "component_count": 16, - "review_unit_index": 29, - "review_unit_count": 45, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-389", - "nodes": [ - "issue:36246", - "issue:38175", - "issue:38617", - "issue:41628", - "issue:43065", - "issue:43116", - "issue:43295", - "issue:43335", - "issue:43404", - "issue:43479", - "issue:43540", - "issue:43550", - "issue:43643", - "issue:43644", - "issue:43650", - "issue:43761", - "issue:43976", - "issue:44077", - "issue:44112", - "issue:44186", - "issue:44190", - "issue:44220", - "issue:44246", - "issue:44464", - "issue:44466", - "issue:44496", - "issue:44561", - "issue:44683", - "issue:44734", - "issue:44743", - "issue:44855", - "issue:44877", - "issue:44913", - "issue:44933", - "issue:44964", - "issue:45003", - "issue:45216", - "issue:45245", - "issue:45276", - "issue:45362", - "issue:45375", - "issue:45406", - "issue:45446", - "issue:45563", - "issue:45584", - "issue:45600", - "issue:45632", - "issue:45803" - ], - "soft_pairs": [ - "issue:44077|issue:44877", - "issue:43976|issue:44855", - "issue:43644|issue:44913", - "issue:43550|issue:44190", - "issue:44496|issue:45803", - "issue:43761|issue:44743", - "issue:43540|issue:44734", - "issue:45276|issue:45584", - "issue:43650|issue:44220", - "issue:44112|issue:45600", - "issue:43335|issue:44190", - "issue:43295|issue:45276", - "issue:43116|issue:44190", - "issue:45245|issue:45584", - "issue:43479|issue:45375", - "issue:44933|issue:45362", - "issue:36246|issue:41628", - "issue:44464|issue:45563", - "issue:44186|issue:44734", - "issue:38175|issue:43065", - "issue:43404|issue:45216", - "issue:44683|issue:45446", - "issue:44561|issue:45632", - "issue:44734|issue:45632", - "issue:44466|issue:44913", - "issue:44246|issue:45003", - "issue:43643|issue:44496", - "issue:36246|issue:38617", - "issue:45406|issue:45632", - "issue:45563|issue:45584", - "issue:44964|issue:45600" - ], - "prepared_review_unit_hash": "85e22a794c5bd45382b593ba7346db5b06df745c3ac150d13cf001b51b11f0d5", - "component_budget": { - "node_count": 389, - "item_count": 389, - "soft_pair_count": 1467, - "serialized_chars": 755066, - "estimated_input_tokens": 188767, - "estimated_eval_tokens": 377790 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37125, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, { "label": "issue", "component_index": 2, @@ -8172,12 +9636,12 @@ "issue:43299|issue:43854", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "2d59860833a80507eed447889fa5754482b8deadbb0ceba57291e2fe5e618cc0", + "prepared_review_unit_hash": "b44d739190d87948ec6b7c71b4b4b883e9dd8fc2bcb6ac5056b3ab89d5e03452", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -8185,207 +9649,207 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37235, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regression reports that only share broad Transformers/model-loading vocabulary. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: it describes recent Transformers versions breaking models that rely on remote_code, which is the closest high-level representative of several load/compatibility complaints here. It is still not a true duplicate of the others.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issue reports, with a few broad version-regression themes. The best anchor is the umbrella remote_code regression report, but none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue 45020 is the broadest umbrella report here: it covers recent-version breakage affecting remote_code models, which makes it the most representative issue for grouping nearby regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to represent the cluster because it is the most general compatibility/regression report and could subsume a few of the model-loading breakages, but only at a very coarse level.", + "best_issue_reason": "Same as canonical: it is the widest-scope, most central issue and the best candidate to serve as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Image/video pipeline processor lookup is unrelated to a notebook syntax error." + "reason": "Different failures: a video-classification pipeline processor lookup bug vs a notebook syntax error." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is a metrics collation bug; the other is auxiliary-loss normalization. Different code paths and symptoms." + "reason": "Different code paths: metric gathering in eval/training vs auxiliary-loss normalization in MoE models." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-test failure is not the same as a Phi-4 multimodal model loading bug." + "reason": "Unrelated: a GraniteSpeech CI test/device override problem vs a Phi-4 multimodal model loading failure." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings affecting decoder embeddings are distinct bugs." + "reason": "Different regressions: processor/tokenizer image handling vs token embedding resize propagation in T5Gemma." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral models and FlashAttention load failures are different failures." + "reason": "Same model family name, but different concrete bugs: save/dequantization failure vs FlashAttention loading failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache/chunked_prefill issue is unrelated to ANSI formatting in loading_report." + "reason": "Unrelated: generation cache/chunked prefill vs ANSI escape handling in loading_report." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and different load failures; only the general theme matches." + "reason": "Both are model-loading issues, but they affect different models and likely different root causes." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config recognition and PIL/torchvision dependency handling are unrelated." + "reason": "Different problems: unrecognized model/config loading vs PIL image processors wrongly requiring torchvision." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error has nothing to do with fbank feature extraction." + "reason": "Completely different surfaces: notebook syntax error vs audio feature extraction bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are separate problems." + "reason": "Different components: Qwen3-MoE sliding-window behavior vs stale auto_mappings config references." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal regressions, but one is load-time model loading and the other is save_pretrained serialization; not the same concrete bug." + "reason": "Related Qwen multimodal family, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs are unrelated." + "reason": "Different areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior mismatch." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing TensorFlow backend in a torch install and a generic dependency issue are not the same bug." + "reason": "Too vague on both sides; no clear shared concrete backend/package bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug in t5gemma is unrelated to Whisper generation after align_special_tokens." + "reason": "Different bugs: embedding resize not propagating vs Whisper empty transcription after special-token alignment." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + "reason": "Different model/training issues: eval-mode gradient checkpointing vs D-FINE auxiliary losses being skipped." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are different issues." + "reason": "Different functionality: optimizer argument handling vs a Qwen warning about tie_word_embeddings." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "One is a loading regression; the other is incorrect visual-encoder keys on save_pretrained. Related family, different code-path." + "reason": "Both involve Qwen3.5, but one is loading a model and the other is saving incorrect visual encoder keys." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and from_config not unwrapping text_config are distinct config-handling bugs." + "reason": "Different configuration paths: unrecognized model type vs AutoModelForCausalLM failing to unwrap text_config." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores do not duplicate a model import/config error." + "reason": "Docs/behavior mismatch for text classification pipelines vs an unrelated model config loading error." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-logits auxiliary loss handling is unrelated to mm_token_type_ids defaulting." + "reason": "Different MoE/multimodal bugs: router loss handling vs missing default mm_token_type_ids." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache import and broad import errors after version upgrade are not the same concrete defect." + "reason": "A specific missing import vs a broad import-regression report; not the same root cause." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." + "reason": "Unrelated: notebook syntax error vs AddedToken constructor argument collision." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Metric gathering bug and stale docs references to pipeline() are different classes of issue." + "reason": "Different categories: evaluation metric batching vs outdated docs still mentioning pipeline()." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased peft minimum version are unrelated dependency problems." + "reason": "Python compatibility problem vs a dependency version bump issue." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor lookup and remote_code regression share only a vague release-breakage theme, not the same bug." + "reason": "The remote_code regression is much broader, but this is a specific video-classification pipeline processor bug with a different concrete failure mode." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config issues." + "reason": "Different config classes and different missing-default behavior; not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Specific missing Qwen2.5-VL import and a generic nonexistent import from image_utils are different import failures." + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Different bugs: dtype propagation in BLIP-2 vs incorrect checkpoint saving in Qwen3.5." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "flex_attention on torch>=2.9 and a TensorFlow backend packaging issue are not the same problem." + "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend/package installation." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3 VL/Qwen3.5 loading regressions and GLM-4.7-Flash unit-test loading failure are different models and failure modes." + "reason": "Different models and different failure paths; not a duplicate pair." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and unreleased MIN_PEFT_VERSION bump are not duplicates." + "reason": "A vague dependency complaint vs a specific released-version dependency constraint issue; not the same underlying change." } ] }, @@ -8402,7 +9866,7 @@ "component_count": 16, "review_unit_index": 31, "review_unit_count": 45, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -8492,12 +9956,12 @@ "issue:44016|issue:44291", "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "5fe8a0acb360c18511d4bd1d5d97bda5aff144308492220f60bcfed0d429e801", + "prepared_review_unit_hash": "dd2312d7bd4cdf8c95ee6fb88cad21db0c7d2102882ea9f78e1bb47b7d0d00f8", "component_budget": { "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -8505,15 +9969,216 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37322, + "serialized_chars": 37324, "estimated_input_tokens": 9331, "estimated_eval_tokens": 18918 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues, with some superficial overlap around tokenizers, processors, and v5 regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the best representative anchor: it is a concrete, reproducible tokenizer-loading regression in v5 with clear user impact, and it sits near several other tokenizer-related reports without being too model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most actionable and broadly relevant issue here: it cleanly describes a specific AutoTokenizer/tokenizer.json regression and is better suited than the others as a triage reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "One is a Trainer GPU broadcast TypeError; the other is a resized-embeddings/post_init reinitialization bug. Different code paths and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in a model output is not the same as a CUDA out-of-memory failure in Sam3Video." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer is a v5 regression; Deepseek tokenizer producing wrong results is a different tokenizer behavior bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification pipeline choosing the wrong processor type is unrelated to a placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata in save_pretrained and AutoTokenizer ignoring tokenizer.json are related areas but distinct bugs with different failure points." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json from the repo and Mistral regex patch crashing on backend_tokenizer are separate loader bugs in different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope index scaling are different multimodal preprocessing bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings referencing removed configs and leftover dummy classes failing check_repo are different maintenance problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9/3.10 incompatibility is unrelated to loading physical-intelligence/fast under transformers>=5.1.0." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Deepseek tokenizer returning incorrect results are both tokenizer-related, but they are not the same failure mode." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape handling is unrelated to the broad dependency issue titled 'Dependency issue with transformers'." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a numerical/config precision bug, not the torch.split return-value issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failures affect different models and different mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and gemma4 resize_token_embeddings not updating output embeddings are distinct weight-handling regressions." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization/offload bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are separate attention-backend compatibility issues." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor files on save_pretrained and gemma-4 zero3 from_pretrained failure are unrelated save/load bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to apply_chat_template crashing on assistant messages with tool calls and no content." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading problems in v5 and ESM2 being broken are separate model/tokenizer reports with different symptoms." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and D-FINE auxiliary-loss behavior are completely different subsystems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regressions and Deepseek tokenizer regressions both involve incorrect outputs, but not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A NameError importing sentence-transformers and tensorboard-only causing undefined tf backend are unrelated dependency/import issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are entirely different problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and SigLIP2 nonsensical outputs are different issues; one is documentation, the other model behavior." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A transformers>=5.1.0 model-loading failure is unrelated to the tensorboard/TensorFlow backend error." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization differences between versions and a placeholder issue are not the same underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError with unexpected _is_hf_initialized are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained and gemma-4 zero3 from_pretrained failures occur in different parts of the pipeline." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -8529,8 +10194,8 @@ "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-15354-389", "nodes": [ @@ -8620,7 +10285,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -8841,8 +10506,8 @@ "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-15354-389", "nodes": [ @@ -8932,7 +10597,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -9153,8 +10818,8 @@ "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-15354-389", "nodes": [ @@ -9247,7 +10912,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -9484,7 +11149,7 @@ "component_count": 16, "review_unit_index": 35, "review_unit_count": 45, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -9583,7 +11248,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -9599,7 +11264,232 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, loading, multimodal models, DeepSpeed, docs, and packaging. I found no soft-edge pair that clearly describes the same underlying issue, so all candidate links are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative of the tokenizer-regression theme here: it is a concrete, silent v4\u2192v5 wrong-IDs report affecting a whole model family and is still open.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the mixed set, issue:45812 is the most actionable and broadly representative bug report in the recurring tokenizer/v5 regression subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failure modes: multimodal model loading vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race on captured_info.txt is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to xdist test race conditions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformer loading hang and embedding reinitialization are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is BOS/EOS insertion; different root causes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and attention-kernel divergence are separate code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization regressions, but the symptoms and affected behavior differ materially." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile kernel branching is unrelated to a docstring typo." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save artifacts and Qwen3.5 from_pretrained failure are different issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers is unrelated to a missing Qwen2.5-VL class export." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto_docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and DeepSpeed OOM are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs codec handling/warning issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are distinct problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different defects." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump and dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer behavior regression is unrelated to Pegasus output differences across versions." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to model loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput key assignment are separate bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and double optimizer-step behavior are different issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package backend omission and nonexistent import cleanup are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained problem and tokenizer save_pretrained metadata mismatch are different save paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer double-step behavior." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but for different objects and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor crash and auto_docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting failure and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two different import errors from different modules, not one underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained error are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -9615,8 +11505,8 @@ "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-15354-389", "nodes": [ @@ -9705,7 +11595,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -9926,8 +11816,8 @@ "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-15354-389", "nodes": [ @@ -10018,7 +11908,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -10251,8 +12141,8 @@ "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-15354-389", "nodes": [ @@ -10344,7 +12234,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -10589,8 +12479,8 @@ "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-15354-389", "nodes": [ @@ -10682,7 +12572,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -10921,8 +12811,8 @@ "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-15354-389", "nodes": [ @@ -11015,7 +12905,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -11260,8 +13150,8 @@ "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-15354-389", "nodes": [ @@ -11356,7 +13246,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -11607,8 +13497,8 @@ "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-15354-389", "nodes": [ @@ -11701,7 +13591,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -11947,7 +13837,7 @@ "component_count": 16, "review_unit_index": 43, "review_unit_count": 45, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -12049,7 +13939,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -12065,7 +13955,250 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues, with a recurring theme of v5 upgrade regressions and import/loading failures. Despite surface similarity, the listed soft pairs generally point to different code paths, symbols, or features and should not be deduplicated.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after upgrading from 4.57.0 to 5.5.0, which best matches the cluster\u2019s dominant regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative of the cluster because it is the most general and most likely to subsume the other v5 import/load regression reports, even though the cluster is not truly a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "These describe unrelated problems: unintended network requests with `local_files_only=True` vs a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a post-upgrade data-filtering slowdown are different failure modes and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE loading concerns, but one is missing tensor-parallel plan metadata while the other is a `from_pretrained` regression; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang in Sentence Transformers is unrelated to confusing documentation for `input_ids` and `past_key_values`." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` and missing `deepstack_visual_indexes` are different model/config issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory is unrelated to reloading v4.57 checkpoints after a v5 upgrade." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A `no_grad` decoration issue on cache update is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting and tokenizer loading regression are different subsystems and bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade; not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update autograd handling and a `tie_word_embeddings` warning are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 MoE save_pretrained issues are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel integration with `model_init` is unrelated to a missing ReLU in the DSA indexer." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The network-request bug and the unrelated placeholder issue `racoon` do not match." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a GLM46V image processor AttributeError are different model-component bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE related, but one is about saving pretrained weights and the other about inference support; they are not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are distinct from being unable to save Pipeline objects with `save_pretrained`." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking regressions are different defects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` and `racoon` are not the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update `no_grad` behavior and double optimizer steps under deepspeed are unrelated training/runtime bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are different model-specific failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from `huggingface_hub` is unrelated to the broken `transformers env` command." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure and v4.57-to-v5.2/v5.3 checkpoint reload failure are separate compatibility reports." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and `PretrainedConfig` type-checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken `transformers env` output and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue `racoon` is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update autograd behavior and Python version compatibility are not the same problem." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about generation arguments is unrelated to an `ImportError` for `layer_type_validation`." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "An import failure from `configuration_utils` and a broken CLI command are different defects." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are both import errors but for different exported symbols and likely different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "The `transformers env` CLI bug and the missing `HybridCache` import are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder issue `racoon` are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no-grad semantics and generation kwargs after `sync_gpus` are distinct generation/runtime bugs." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and text-classification pipeline docs are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing `AutoImageProcessor` and errors running compiled Python files are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A missing RMS norm epsilon in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific `processor.save_pretrained(...)` file omission is not the same as the empty generic bug report." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -12081,8 +14214,8 @@ "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-15354-389", "nodes": [ @@ -12190,7 +14323,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -12450,8 +14583,8 @@ "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-15354-389", "nodes": [ @@ -12510,7 +14643,7 @@ "node_count": 389, "item_count": 389, "soft_pair_count": 1467, - "serialized_chars": 755066, + "serialized_chars": 755068, "estimated_input_tokens": 188767, "estimated_eval_tokens": 377790 }, @@ -12677,8 +14810,8 @@ "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": [ @@ -12740,8 +14873,8 @@ "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": [ @@ -12840,8 +14973,8 @@ "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": [ @@ -13154,8 +15287,8 @@ "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": [ @@ -13270,8 +15403,8 @@ "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": [ @@ -13333,8 +15466,8 @@ "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": [ @@ -13396,8 +15529,8 @@ "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": [ @@ -13459,8 +15592,8 @@ "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": [ @@ -13562,8 +15695,8 @@ "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": [ @@ -13684,8 +15817,8 @@ "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": [ @@ -13804,8 +15937,8 @@ "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": [ @@ -13867,8 +16000,8 @@ "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": [ @@ -13930,8 +16063,8 @@ "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": [ @@ -13996,7 +16129,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-13", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -14010,8 +16143,7 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:45795", - "pull_request:45826" + "pull_request:45795" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -14023,179 +16155,165 @@ "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", - "pull_request:43823|pull_request:45826", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", "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:45826", "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": "735a299923eaa038d046897c9324546982791390dcb479a32666f048f939ca2c", + "prepared_review_unit_hash": "9bd5805ad242703e9d34a66f81a0c64f284cab62999c2d3c39cf1aa5533b75ac", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37863, - "estimated_input_tokens": 9466, - "estimated_eval_tokens": 19188 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37863, - "estimated_input_tokens": 9466, - "estimated_eval_tokens": 19188 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated PRs (new models, docs, model refactors, and one loss utility fix). The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs.", - "confidence": 0.95, + "summary": "Only one soft edge is a true duplicate: two PRs make the same `fixed_cross_entropy` API change in the same file for the same issue. The rest touch different models, docs, or unrelated refactors/tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical issue exists in this cluster. If a representative PR is needed, `pull_request:43251` is the closest fit because it is the only concrete bugfix with an explicit issue target and it matches the near-identical companion PR.", + "canonical_pr_reason": "PR 43251 is the better canonical PR: it directly targets issue #43240 and contains the fuller version of the same `fixed_cross_entropy` fix, including the kwargs passthrough cleanup and added support for `weight` and `label_smoothing`.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best representative of the only genuine duplicate pair: it is a focused code-path fix in `loss_utils.py`, with an explicit target and a direct overlap with `pull_request:43254`.", + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, issue-linked implementation of the shared loss-function change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model addition vs. ExecuTorch dynamic-shape test." + "reason": "Different features in different areas: VideoPrism model addition vs an Executorch dynamic-shape export test. No shared code path or mergeable overlap." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: Mistral tokenizer methods vs. adding MobileLLM." + "reason": "Mistral tokenizer API additions vs adding a new MobileLLM model. Unrelated artifacts." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs. ExecuTorch export test; no shared bug/change." + "reason": "Tokenizer method fixes and executorch export tests are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-loading robustness work vs. adding a new model." + "reason": "Processor auto-loading robustness work vs adding MobileLLM. Broad ML subsystem similarity only, not the same bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs. new MobileLLM model code." + "reason": "Loss-function kwargs fix vs adding a new model. Completely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility change vs. Mistral4 test/model work; not the same fix." + "reason": "Both touch training/model infrastructure, but one fixes loss computation and the other is a Mistral4 test/model cleanup PR. Not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs. Mistral4 fixes; unrelated code paths." + "reason": "Executorch export test coverage vs Mistral4 model/test fixes. No concrete overlap." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs. new model addition." + "reason": "Dynamic export test vs new model introduction. Not duplicate work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-resolution ordering fix." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45826", - "accept": false, - "reason": "New model addition vs. Gemma4 multi-GPU fix; different artifacts." + "reason": "New MobileLLM model code vs a Python version/config-resolution fix. Unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs. Falcon output-interface refactor." + "reason": "MobileLLM model addition vs Falcon refactor for output collection. Different model families and different changes." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs. a draft model-creation skill; no shared code bug." + "reason": "Falcon output-interface refactor vs Mistral4 test/model fix. Similar modernizing theme, but not the same concrete bug." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-capture refactor vs. Mistral4 test/model fixes." + "reason": "Falcon refactor vs a model-creation skill/documentation PR. No shared implementation target." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs. `layrnorm` rename fixes; different underlying issue." + "reason": "Mistral4 fixes vs CLIP-like `layrnorm`/`layernorm` rename cleanup. Different subsystems and problems." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 work vs. docs for audio/video processors; not duplicate changes." + "reason": "Mistral4 test/model fixes vs docs for audio/video processors. Not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes vs. config resolution order fix." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45826", - "accept": false, - "reason": "Mistral4 fixes vs. Gemma4 multi-GPU fix; separate model-specific bugs." + "reason": "Mistral4 fixes vs config-resolution ordering fix. Unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 code/test fixes vs. draft model-creation skill docs; unrelated." + "reason": "Model/test fixes vs a docs/skill PR for model creation. No duplicate change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation vs. draft skill/docs bundle; no common change." + "reason": "New MobileLLM model vs model-creation skill/docs. One is implementation, the other is tooling/documentation." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "New model addition vs. docs for adding processors; different scope." + "reason": "New MobileLLM model vs docs for audio/video processors. Different scope and no shared bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying `fixed_cross_entropy` change in `loss_utils.py` for the same issue target; these could plausibly be merged into one PR." + "reason": "Both PRs implement the same `fixed_cross_entropy` fix in the same file for issue #43240, adding support for extra `cross_entropy` kwargs (`weight`, `label_smoothing`) and adjusting the wrapper signature. They are the same underlying change and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: most PRs are clearly unrelated across models/docs/refactors, and the only pair with explicit shared issue target and exact file overlap is `pull_request:43251`/`pull_request:43254`. The soft-edge rejections are conservative, and the accepted pair looks mergeable as one loss-utils bugfix." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, PR 43251 vs PR 43254, is clearly supported by the shared issue target #43240 and identical `fixed_cross_entropy` edits in the same file. The other soft-edge rejections do not overclaim mergeability and appropriately treat the paired PRs as different models, docs, tests, or refactors rather than the same bugfix." }, "evaluator_used": true, "retried": false, @@ -14222,7 +16340,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "a70f681617c4493d2bb946e1193e63adccc7fa3bdbaabd0ab4613155d3e89a99", + "prepared_review_unit_hash": "f8ec5f6a43f5cafd9b8587e128a989afc15fdfcce70e865a976a80cb8d81db12", "component_budget": { "node_count": 2, "item_count": 2, @@ -14244,18 +16362,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime extension plus an acoustic tokenizer. They overlap on shared model plumbing, but they do not look mergeable as one duplicate PR.", - "confidence": 0.89, + "summary": "Both PRs are VibeVoice-related and overlap on core model files, but #42781 is specifically a draft for VibeVoice Realtime and adds acoustic-tokenizer/generation changes beyond the base implementation in #40546. They look related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, non-draft base VibeVoice implementation with substantial review activity and likely serves as the foundational integration work.", + "canonical_pr_reason": "#40546 is the main non-draft VibeVoice implementation and has the broader, more established code integration and review history, making it the better representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the main implementation of VibeVoice rather than the narrower realtime follow-up, and it appears more complete and established.", + "best_pr_reason": "#40546 is the strongest standalone PR in the set: it is a full VibeVoice implementation rather than a narrower realtime follow-up, and it is the more mature change request.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: #42781 is a separate VibeVoice Realtime/acoustic-tokenizer expansion, not the same concrete code-path fix as #40546's core VibeVoice integration. Shared filenames reflect common framework wiring, but the feature scope is different enough that they would not plausibly be merged into one duplicate PR." + "reason": "Do not merge: #42781 is a distinct VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. The overlap is on the same model family, but the concrete change sets are different and could reasonably land as separate PRs." } ] }, @@ -14285,7 +16403,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "2766fb1383ec9d9b2dbb9e5889fc438d0a447c7f40e0ae374a6e4478f0e8c19f", + "prepared_review_unit_hash": "13012018a2d9ea4d48729d3f7f0232b1b7bff6881b5e3754e71ef1ce1201417c", "component_budget": { "node_count": 2, "item_count": 2, @@ -14307,18 +16425,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code path or represent a duplicate change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the cleaner representative PR: it is narrower in scope, has substantial review activity, and the change is a concrete model support addition.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not appear mergeable into one PR." + "reason": "Different models, different features, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They could not plausibly be merged into one PR." } ] }, @@ -14413,46 +16531,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b962b393b3ec4aa3209c3cacd4df9b47281ebb0347183fdaf77628e30c4f2fe9", + "prepared_review_unit_hash": "263044698589ef5c04155560e4abeffccc858bd44ff024ce62b9a517bc934bfb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10428, - "estimated_input_tokens": 2607, - "estimated_eval_tokens": 5470 + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10428, - "estimated_input_tokens": 2607, - "estimated_eval_tokens": 5470 + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition PRs. Their overlap is mostly boilerplate registration/docs files, not the same underlying code change, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "All three pull requests add different models (DeepSeek OCR, Isaac, Kimi2-6). They share some registration/docs scaffolding, but they are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes add different models (DeepSeek OCR, Isaac, Kimi2-6) with separate codepaths and integration surfaces.", + "canonical_pr_reason": "No single canonical PR: each item is a separate model integration with different model-specific files, tests, and documentation.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication: the shared files are generic model scaffolding, not evidence of one shared fix or feature.", + "best_pr_reason": "No PR in this cluster is a better duplicate representative than the others; they are distinct additions, not alternate implementations of the same feature.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both are model-onboarding PRs and share registration/docs boilerplate, but they add different models and fix no common code-path problem." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Overlap is limited to shared Hugging Face model-scaffolding files, not the same code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "The overlap is generic integration scaffolding; Isaac and Kimi2-6 are distinct model additions with different implementations." + "reason": "Different model additions (Isaac vs Kimi2-6). Shared auto-registration/docs patterns are boilerplate for new models, not evidence of one underlying bug or change." } ] }, @@ -14482,12 +16600,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "1e2b373976ff3213ba865eff1e5d3a1557542ae62322824cf8984a4a6a9b49a3", + "prepared_review_unit_hash": "756d7b53c085e40db8b10afb4cc14ec2b836aad041e09f56da16769ace3413ae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -14495,7 +16613,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -14504,18 +16622,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they do not appear to be the same change: one upgrades actions for Node 24 compatibility, the other bumps Docker build actions and other workflows to newer versions.", - "confidence": 0.94, + "summary": "Two workflow-maintenance PRs with overlapping GitHub Actions version bumps, but they target different underlying upgrades and are not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer representative: it has an explicit Node 24 compatibility goal and updates the core workflow actions across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the cleaner representative of the cluster because it has a single, explicit goal\u2014GitHub Actions Node 24 compatibility\u2014across many workflow files.", + "best_pr_reason": "PR 42975 is the better standalone reference because its scope and intent are explicit, while PR 42976 is a separate dependency bump for build-related actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes and motivations: 42975 updates core GitHub Actions versions for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other workflow dependencies. They overlap in broad workflow maintenance but are not the same underlying fix." + "reason": "Both are GitHub Actions upgrade PRs, but they change different action families: 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and a different set of workflow actions. They are related maintenance work, not the same concrete bug or mergeable single fix." } ] }, @@ -14552,7 +16670,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "994e1a7331a570b62393fed6c216b0b88e942f4bf6173d2fecd8ea1024235569", + "prepared_review_unit_hash": "cb1b0a79e21a33ce1b812fcfe0d4eee785c953759269b33a8c352befeddf8ebe", "component_budget": { "node_count": 4, "item_count": 4, @@ -14574,48 +16692,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they add four different models (ViT NEPA, Molmo, Molmo2, and CTSM). The overlap is only in shared Hugging Face scaffolding like docs/auto-mapping updates, which is too generic to merge as one change.", + "summary": "These PRs are not duplicates; they each add a different model integration (ViT NEPA, Molmo, Molmo2, CTSM). Their overlap is mostly shared Hugging Face boilerplate such as docs, auto-mappings, and registry updates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change introduces a different model and codepath, so there is no single underlying fix or feature to deduplicate around.", + "canonical_pr_reason": "No single canonical PR: the four PRs target different model families and code paths, with only generic framework/docs overlap.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication purposes; the PRs are distinct feature additions rather than alternate implementations of the same change.", + "best_pr_reason": "PR 43451 is the most substantial and mature of the set, but it is still a distinct Molmo2 integration rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto registration files are generic scaffolding, not the same code-path change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared edits are just generic docs/auto-registry boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration points but implement separate models and processors." + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different filenames and implementation paths; not mergeable as one PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. The overlap is only framework registration/docs, not the same underlying bug or feature." + "reason": "ViT NEPA vs CTSM are separate model families; overlap is only framework registration/docs, so this is not a duplicate." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with different files and logic; this is not one concrete fix that could be merged into a single PR." + "reason": "Molmo and Molmo2 are distinct model releases with different processing/model code; similar repo plumbing does not make them the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/docs changes are incidental and do not indicate the same change." + "reason": "Molmo and CTSM address different models and code paths; shared auto/docs updates are too generic to treat as one fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model implementations with different processors/modeling code, so they should not be deduplicated." + "reason": "Molmo2 and CTSM are unrelated model integrations; they cannot plausibly be merged into a single PR beyond shared registry/docs scaffolding." } ] }, @@ -14648,52 +16766,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "2071079d76d6bb49ad463aacea15aed82881538f21c47527170e1cb76fa6e8b3", + "prepared_review_unit_hash": "e56dc2e387f6082b95979f210705fe8c7da0a0fe94dadd3306f92d5ca1e86f17", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7092, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is a concrete Whisper decoding fix, one is test-only noise, and one is a separate FP8/dequant draft touching a different code path.", - "confidence": 0.95, + "summary": "All three items are pull requests, but they do not appear to be duplicates of the same change. PR 44815 is the substantive dequantization fix; PR 43291 is a Whisper tokenizer/test fix; PR 43665 is test-only and spans unrelated CLIP/ViT files. The soft similarity signals are too broad to justify merging any pair.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43291 is the cleanest self-contained bug fix with an actual product code-path change; 43665 is just test noise, and 44815 is a separate, broader FP8/dequant effort.", + "canonical_pr_reason": "PR 44815 is the clearest substantive code change with a coherent fix across loading, FP8 integration, quantizer logic, and model tests. The other PRs are either narrower or test-only and do not represent the main bug/change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43291 is the strongest representative fix in the set because it changes real Whisper logic and includes targeted tests, unlike the others.", + "best_pr_reason": "PR 44815 is the best representative artifact because it fixes an actual runtime path (dequant/loading behavior) rather than just adjusting tests, and the touched files all align with one concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "43291 changes Whisper decoding logic; 43665 only injects failing test assertions and does not address the same underlying bug or change." + "reason": "Both include test files, but they target different models and different problems. 43291 changes Whisper tokenizer decoding logic; 43665 only inserts failing assertions in CLIP/ViT tests and does not share the same code-path bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "They target different areas and problems: Whisper tokenization/decoding vs. FP8 dequant/model loading. No shared concrete bug or mergeable combined fix." + "reason": "43291 is about Whisper decode/test behavior, while 44815 is about FP8 dequantization/loading. The overlap is only superficial test activity, not the same underlying fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is test-only noise, while 44815 is a substantive FP8/dequant fix; they do not fix the same underlying issue." + "reason": "43665 is unrelated test-only work for CLIP/ViT, whereas 44815 is a real dequantization fix across loading and quantization code. They do not look mergeable into one PR for the same bug." } ] }, @@ -14723,12 +16841,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "96a005404be6de5ec4757c8d1e098c3422be4e0bcd86f1172d522c1cb2a2be1c", + "prepared_review_unit_hash": "4506ce3d5e99eabe47818331c165293a4a10d24910ea539bfe7bf885c76d4659", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -14736,7 +16854,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -14745,18 +16863,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open '[don't merge]' PRs are only loosely related via a shared Vit test file, but they make different changes: one is a setup/version/dependency bot check, the other rewires CI/workflow and testing utilities. They are not the same underlying fix/change.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: one is a repo-bot/setup packaging tweak, the other is a CI/testing workflow change with unrelated workflow and utility edits. They only overlap on a shared test file, which is too weak to imply the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, #43532 is the better anchor because it has the broader, more coherent change set across CI/testing-related files.", + "canonical_pr_reason": "No canonical PR for deduping: the PRs address different code paths and subsystems, so neither can stand in for the other as the same change.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the stronger representative for the cluster: its diff is larger and centers on a single workflow/testing change, whereas #43488 is a narrow setup/bot-check tweak.", + "best_pr_reason": "If a single PR must be chosen as the most representative, #43532 is the broader, more substantive change set, 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 on tests/models/vit/test_modeling_vit.py is incidental. #43488 changes setup/version/dependencies, while #43532 modifies CI workflows, testing utilities, and notifications; they are not the same concrete change and would not merge as one PR." + "reason": "Reject: shared test-file overlap is incidental; #43488 changes setup/versioning and test dependency metadata, while #43532 changes CI workflows and testing utilities. They do not fix the same concrete bug or could not be merged as one PR without conflating unrelated work." } ] }, @@ -14786,12 +16904,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e54de17bc447703804e15a9dba363e1792b8f42df3dbd260d0999a11a9ebcc7b", + "prepared_review_unit_hash": "439f15cd25e6cb4e2dbde9b61d14583db105256894aad22342574eb43298a21d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -14799,7 +16917,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -14808,18 +16926,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some docs/plumbing, but they target different tasks, model integrations, and code paths, so they should not be treated as duplicates.", + "summary": "These are two closely related pipeline-addition PRs with shared docs/registry plumbing, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They are similar in shape, not the same underlying change, so they should not be clustered as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 are separate feature additions for different segmentation pipelines, not the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43613 is the broader and more complete PR if a single representative is needed, but it is still distinct from 43612.", + "best_pr_reason": "No PR is a true duplicate/canonical fit. If forced to pick one, either would be misleading because the underlying pipelines, model integrations, and tests target different tasks.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: both are segmentation-pipeline feature PRs, but they implement different concrete pipelines and model support. Shared docs/registry files are not enough to treat them as the same underlying change." + "reason": "Different pipeline features and task definitions; they share scaffolding and documentation updates, but not the same concrete code-path or mergeable change." } ] }, @@ -14849,7 +16967,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "fc02d655ed2939ebca38c7b314bff4dc67b2384339338506c66f0284e0fef435", + "prepared_review_unit_hash": "18a4187348228b441e9c691af15e5596efc6d6f84f026927e3503fb42a2bb645", "component_budget": { "node_count": 2, "item_count": 2, @@ -14871,18 +16989,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering. They are not the same underlying fix/change, so this is not a duplicate cluster.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one changes gradient-accumulation loss scaling in Trainer, the other adds a hook for signature-column filtering. They share a file but address different code paths and problems.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 modify different Trainer behaviors and should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster does not contain a single underlying change; if forced, 43651 is the more concrete bugfix, but it does not subsume 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer behaviors and code paths: `_loss_is_scaled_for_ga` controls loss scaling in `training_step`, while `_get_signature_columns` changes column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." + "reason": "Distinct changes in Trainer: 43651 adjusts loss scaling for gradient accumulation, while 43663 adds a signature-column helper for column filtering. Same file is not enough to treat them as the same PR." } ] }, @@ -14914,56 +17032,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "038ee218bb45672ba328343fa486ec1f2c2b9e2eddffda24a8b615b3466186e0", + "prepared_review_unit_hash": "4ad4a8a5acf27114184bd52b6bb5e66800834ae24d08b5e4c6be65cf449c287e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "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": 5992, - "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 centers on TypeAdapter-related NameErrors in `src/transformers/cli/serve.py`. PR 43842 is the cleanest, most targeted fix; PR 43836 appears to address the same underlying runtime typing issue; PR 43656 looks related but not clearly the same concrete bug fix.", - "confidence": 0.79, + "summary": "The three PRs all touch `src/transformers/cli/serve.py` and relate to `TypeAdapter`, but they do not form a confidently duplicate cluster. 43842 is the most precise fix for the pydantic-absent `TypeAdapter` NameError. 43836 is broader annotation cleanup with only loose similarity, and 43656 is a separate typing/refactor-style change rather than the same concrete bugfix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most specific and narrowly scoped fix for the serve CLI TypeAdapter NameError, with an explicit issue link and a small, focused change set.", + "canonical_pr_reason": "43842 is the strongest standalone representative: it directly addresses the `TypeAdapter` NameError with a minimal, explicit `TYPE_CHECKING` import/annotation fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets the runtime `TypeAdapter` import/annotation problem in one code path without broader unrelated typing churn.", + "best_pr_reason": "43842 is the best PR to keep as the representative fix because it is the narrowest and most concrete resolution of the runtime `TypeAdapter` import problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656\u2019s diff preview looks like a broader typing/import cleanup and a different issue target, so the shared concrete bug is not clear enough to treat as the same PR." + "reason": "They share `serve.py` and `TypeAdapter` context, but 43656 looks like broader typing cleanup rather than the same concrete pydantic-import bug fixed by 43842." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": true, - "reason": "Both appear to fix the same runtime `TypeAdapter` NameError in `src/transformers/cli/serve.py`, and the changes look plausibly mergeable into one patch for the same code path." + "accept": false, + "reason": "The evidence is only shared file/soft similarity plus the common tracking issue; 43836\u2019s diff is broader annotation cleanup and does not clearly match the same minimal `TypeAdapter` import fix as 43842." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately cautious. The distinction between PR 43842 as the narrowest fix, PR 43836 as a related but broader same-file change, and PR 43656 as related but not clearly the same bugfix is supported by the issue links and diff previews. The soft-edge verdicts are conservative enough, including the rejected 43656|43842 pair." + "accept": false, + "feedback": "The summary is mostly grounded, but the 43836\u219443842 soft-edge accept is too strong for the packet. The evidence for that pair is only shared file/soft similarity (with no shared target in the pair evidence), and 43836\u2019s diff preview looks like a broader annotation cleanup rather than a clearly same concrete TypeAdapter import fix. That makes the claim that they are the same bugfix and mergeable as a single PR insufficiently conservative. The 43656\u219443842 rejection is fine, but the overall cluster should be rejected because one soft-edge verdict overstates the evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15054,6 +17172,7 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", + "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -15102,8 +17221,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -15115,8 +17234,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -15127,7 +17246,6 @@ "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", - "pull_request:44018|pull_request:44161", "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44010|pull_request:44073", @@ -15146,418 +17264,329 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154" + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "7436d1c9ddc283646ac8799ba90d808b2a569ce0e11662db2c8c47714bb5ea90", + "prepared_review_unit_hash": "b3cdb103b2d33707fba8385a9c9a78b918a11099548b504f5b61e834f87c34ed", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { - "node_count": 27, - "item_count": 27, + "node_count": 28, + "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 75095, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly independent output-tracing refactors tied to #43979, not one clean duplicate set. The clearest duplicate pair in the packet is 43996\u219444007; the GPT-J/CodeGen subgroup also converges on 44066\u219444722 and 44085\u219444722, while the GPT-Neo 44018\u219444068 pair and the cross-model same-theme links are too weak to merge.", - "confidence": 0.73, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the full mixed cluster, but 44722 is the best canonical PR for the main GPT-J/CodeGen subcluster: it is issue-linked, concrete, and subsumes the same-file GPT-J path represented by the strongest matches.", - "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest overall representative because it is the most complete issue-linked GPT-J/CodeGen implementation and sits at the center of the only substantial same-code-path subgroup.", + "summary": "This cluster is mostly a set of model-by-model refactors for a shared output-tracing/capture_outputs initiative. Only a few pairs are true near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J); most others are separate model migrations and should stay distinct.", + "confidence": 0.78, + "canonical_issue_reason": "No issue artifact is included in the cluster; the shared tracker appears to be issue #43979 referenced by many PRs.", + "canonical_pr_reason": "PR #44066 is the strongest representative: it directly implements the standardized output-tracing refactor, has an explicit issue link, and covers the core GPT-J/CodeGen path that recurs in later duplicate-looking PRs.", + "best_issue_reason": "No issue node is present here; #43979 is the common tracking issue but cannot be selected as a cluster item.", + "best_pr_reason": "PR #44066 is the best overall representative because it is issue-linked, broad within the GPT-J/CodeGen path, and sits at the center of the few true duplicate overlaps in this set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same issue theme only; different model code paths and no shared concrete change." + "reason": "Different models/files (CVT/FNet vs GPT-J); only the shared tracking issue overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; shared output-tracing pattern is not enough." + "reason": "Different model families and code paths; same initiative theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Both are GPT-J-themed, but the concrete edits differ and the packet does not mark this as deterministic." + "accept": true, + "reason": "Both refactor GPT-J output tracing in the same file; 44066 simply bundles an extra CodeGen file." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; only the tracing refactor theme overlaps." + "reason": "Both are tracing refactors, but they touch different architectures and concrete code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different files; same issue target alone is insufficient." + "reason": "Different model families; no shared concrete bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same refactor style, different underlying change." + "reason": "GPT-J/CodeGen vs MGP-STR is not the same code-path change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model code paths; only broad decorator migration matches." + "reason": "GPT-J/CodeGen and MPT are separate model migrations." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Same GPT-Neo family, but the packet marks this as non-deterministic and the diffs look like separate refactor iterations." + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; shared theme only." + "reason": "Shared issue target only; GPT-J/CodeGen and GPT-Neo are different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete fix." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct refactors despite the same initiative." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; same tracing pattern, different model implementation." + "reason": "Different models and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different model code paths." + "reason": "ResNet and GPT-J are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; unrelated model implementations." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; only the refactor theme overlaps." + "reason": "ResNet and MPT are separate refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different models and different edits." + "reason": "GPT-Neo and Flaubert are unrelated." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same broad migration only." + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different concrete changes." + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated model code." + "reason": "GPT-2 and MGP-STR are unrelated." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same theme, different path." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo vs GPT2; only the output-tracing pattern overlaps." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR; different concrete fixes." + "reason": "GPT-J and MGP-STR are not the same bug or refactor." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J; same refactor theme only." + "reason": "GPT-2 and GPT-J/CodeGen are separate model changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; not the same concrete change." + "reason": "ViLT and Flaubert/XLM are unrelated model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; unrelated model code." + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; different model paths." + "reason": "Segformer and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; only the standardized tracing theme overlaps." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer vs VisualBert; different model implementations." + "reason": "Segformer and LongT5 are unrelated model migrations." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different concrete code paths." + "reason": "GPT-Neo and MPT are different model-specific refactors." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR; unrelated fixes." + "reason": "MPT and MGP-STR are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBert; different model families." + "reason": "RegNet and VisualBert are different code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Segformer vs GPT-Neo; shared refactor theme only." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet vs LongT5; unrelated implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs MPNet; different concrete changes." + "reason": "Segformer and VisualBert are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT vs ImageGPT; different code paths." + "reason": "VisualBert and Flaubert/XLM are different model refactors." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; unrelated model code." + "reason": "MPNet and Flaubert/XLM are unrelated." }, { - "left": "pull_request:43997", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; different model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert vs MPT; not the same fix." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBert; different concrete code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo vs SpeechT5; same theme only." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44101", - "accept": false, - "reason": "DeBERTa vs Flaubert/XLM; unrelated implementations." + "reason": "MPNet and LongT5 are separate model changes." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs SpeechT5; different model code paths." + "reason": "MPT and ImageGPT are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs LongT5; different model code." + "reason": "RegNet and Segformer are different model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "CVT/FNet vs Segformer; same output-tracing theme only." + "reason": "RegNet and MPNet are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa; different model families." + "reason": "SqueezeBERT and DeBERTa V2 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet; not the same underlying change." + "reason": "DeBERTa V2 and TextNet are unrelated refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet vs LongT5; different concrete fixes." + "reason": "DeBERTa V2 and SpeechT5 are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Accept: same GPT-J/CodeGen output-tracing migration, same issue target, and shared GPT-J file path." + "reason": "Both target the same GPT-J/CodeGen output-tracing refactor with the same files involved." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Accept: same GPT-J output-tracing refactor on the same file path; 44722 is the broader version of the same change." + "reason": "Both modify GPT-J output tracing in the same file; 44722 is a broader superset." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; different model code paths." + "reason": "GPT-J and SpeechT5 are unrelated model paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": true, - "reason": "Accept: clear same-change duplicate pair for the standardized output-tracing migration, with the same tracking issue and matching refactor pattern." + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated model code." + "reason": "FNet/CVT and SpeechT5 are unrelated." }, { "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa vs SpeechT5; different concrete fixes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model families." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44073", - "accept": false, - "reason": "MPNet vs VisualBert; unrelated model code." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert vs LongT5; different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 vs MPT; different model implementations." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44086", - "accept": false, - "reason": "ResNet vs MGP-STR; unrelated concrete changes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44017", + "right": "pull_request:44154", "accept": false, - "reason": "ViLT vs Segformer; different model code paths." + "reason": "DeBERTa V2 and ViTS are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; same refactor pattern only." + "reason": "FocalNet and ImageGPT are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is not conservative enough and misses a clear duplicate pair in the packet. In particular, the packet marks pull_request:43996 with pull_request:44007 as deterministic_accept=true, but the summary says the only clear near-duplicates are GPT-J/GPT-Neo. Also several soft-edge verdicts overstate evidence relative to the packet: pull_request:44066 vs pull_request:44085 and pull_request:44018 vs pull_request:44068 are marked accept=true even though the packet\u2019s soft-pair entries are deterministic_accept=false. That makes the clustering too confident for the available evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: there is no issue node, #43979 is the common tracker, and the representative PR choice is supported by the diff overlap. The soft-edge verdicts are appropriately conservative overall, with the accepted pairs limited to clear same-file/same-model near-duplicates and the rejected pairs mostly separating unrelated model implementations." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15576,85 +17605,76 @@ "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": "2acc66fd29a848b1c9d1a4d18675712547e2c7a7a4f958ce13ecd556716736be", + "prepared_review_unit_hash": "fe8abff9dd5023adaa51ed1078c5c92d7cab95175128a1376c362082c1699b59", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all implement the same broad standardized-output/capture_outputs refactor pattern, but they target different model code paths and are not duplicates of one concrete change. Treat them as related refactors, not mergeable duplicates.", - "confidence": 0.89, + "summary": "These are model-specific PRs for the same broad refactor pattern (migrating to standardized output tracing/capture helpers), but they change different model implementations and are not duplicates of one another.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target, a clear output-tracing refactor, and enough context to anchor the cluster around the standardized capture_outputs migration pattern.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it directly introduces the new output-capture helpers and `_can_record_outputs` wiring in a single model, with a focused, self-contained refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best single anchor for this cluster: it is well-scoped, explicitly linked to an issue, and clearly in the same output-tracing migration family as the others.", + "best_pr_reason": "PR 44073 is the best cluster representative because its diff is explicit about the standardized tracing migration and shows the intended pattern most clearly; however, it is still only one model-specific instance, not a mergeable superset of the others.", "soft_edge_verdicts": [ - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "Both are standardized output-refactor PRs, but for different models (FocalNet vs ImageGPT). Same pattern, not the same concrete bug/change." - }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are similar refactors, not one mergeable fix." + "reason": "Both are similar refactors, but they target different models (VisualBert vs TextNet) and different code paths. They are not the same underlying bug/change and would not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different code paths and model-specific output plumbing, so they are not duplicates." + "reason": "These are separate model migrations (MPNet vs VisualBert). The shared helper usage is thematic, but the actual implementation targets and fixes are distinct." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are distinct model-specific migrations; the shared decorator pattern is too broad to call them duplicates." + "reason": "Both are standardized output-tracing refactors, but for different model code paths. Similar mechanism, not duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; both use the same refactor theme, but not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a migration pattern but do not fix the same concrete bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models with different forward/output logic; same migration style, not the same fix." + "reason": "Both involve output-capture refactoring, but SqueezeBert and SpeechT5 are different model paths with different semantics and scopes. Not a duplicate PR." } ] }, @@ -15734,7 +17754,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "402188bee21c2f4885f3b94962ea13a1cf8528724d40c018680633dc592fcdbe", + "prepared_review_unit_hash": "3e8c075b4c2d7bcdf6fed692098ce1b837438135ed151c14c1cf0a1d070b5a7b", "component_budget": { "node_count": 13, "item_count": 13, @@ -15756,246 +17776,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a high-level \"output tracing\" theme, but they are model-specific refactors across different code paths. I do not see any true duplicate pairs; the similarities are mostly naming, decorator adoption, and API cleanup patterns.", - "confidence": 0.93, + "summary": "This cluster is a set of similarly themed but independent PRs that refactor output tracing across different model implementations. They share wording and helper usage patterns, but they touch different files and concrete forward/code paths, so none of the soft links look like true duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative among the group because it is a fuller example of the refactor pattern and spans two closely related Depth Anything model files, making it broader than the single-file PRs.", + "canonical_pr_reason": "No single canonical PR: each PR targets a different model/file and refactors a distinct forward or output-tracing path, so they are not mergeable as one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative of the cluster\u2019s general pattern, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "No global best PR for deduping: the PRs are model-specific and independent, so none clearly subsumes the others as the canonical fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models and code paths; no shared concrete bug or mergeable change." + "reason": "Different model families and files; shared refactor language does not indicate the same code-path change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." + "reason": "Different models and implementations; not the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and forward paths; similarity is only at the abstraction level." + "reason": "Same broad output-tracing theme, but separate model code paths and files." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model code paths; not the same underlying fix." + "reason": "Distinct model implementations; too broad to be one duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both refactor output handling, but they target different architectures and runtime behavior." + "reason": "Different architectures and source files; not plausibly one merged fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; no shared concrete bug." + "reason": "MobileNetV1 and UnivNet are unrelated code paths; only the refactor motif matches." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementation details; not mergeable as one fix." + "reason": "Different model subsystems and forward signatures; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing/API cleanup changes, but they apply to different models and modules." + "reason": "Separate depth-estimation and classification/video code paths; no duplicate evidence beyond wording." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model code paths; similarity is only thematic." + "reason": "Different encoder-decoder vs MobileNetV1 implementations; not one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech encoder-decoder and MobileNetV1 are unrelated code paths." + "reason": "Different model families and files; no shared underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different model stacks with different forward semantics." + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "UperNet and vision-text dual encoder do not share the same concrete change." + "reason": "Different model code paths; same refactor wording is too generic." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and target behavior; not a duplicate fix." + "reason": "Distinct model families and implementations; not mergeable into one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Shared refactor language only; these are separate model implementations." + "reason": "Different models and outputs; no concrete duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model code paths." + "reason": "UnivNet and UperNet are unrelated code paths despite similar refactor structure." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "No concrete overlap beyond adopting the same tracing pattern." + "reason": "Different model architectures; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models, different forward/return behavior, no single shared bug." + "reason": "Different files, different model behavior; only the meta-task matches." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV differ substantially in architecture and fix scope." + "reason": "UperNet and RWKV are unrelated implementations; not a duplicate PR." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems; not the same code-path problem." + "reason": "Different model families and code paths; too broad to merge as one change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba stateful tracing changes are not the same as SuperPoint output changes." + "reason": "Falcon/Mamba and SuperPoint are different systems; shared refactor theme is insufficient." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-style stateful model changes are unrelated to CodeGen's cache/output refactor." + "reason": "CodeGen and Falcon/Mamba touch different model internals and output behavior." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen differ completely in model architecture and affected APIs." + "reason": "Timm backbone vs CodeGen are unrelated model code paths; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share a concrete bug or mergeable implementation." + "reason": "UnivNet and CodeGen are different models; no common concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "No shared code path; only a generic output-tracing similarity." + "reason": "UperNet and CodeGen are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are separate code paths; not the same fix." + "reason": "Different model families and files; not one underlying bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward signatures; no duplicate change." + "reason": "Different encoder/decoder and depth models; no duplicate code-path issue." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated implementations." + "reason": "DepthAnything and SuperPoint are distinct models; only the refactor label is shared." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model paths." + "reason": "Different model architectures and outputs; not a single PR-worthy duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; similarity is only in the refactor pattern." + "reason": "DepthAnything and DPR are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but not the same underlying change." + "reason": "Vision/speech encoder-decoder wrapper and RWKV are different code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models and outputs; no shared concrete bug." + "reason": "Different wrapper models and concrete output changes; not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Separate encoder-decoder wrapper vs. stateful LM code paths." + "reason": "Vision encoder-decoder and SuperPoint do not share the same underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision encoder-decoder and DPR fix different forward APIs and behavior." + "reason": "Different models and forward paths; too broad to merge together." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different wrapper architectures; not the same bug/change." + "reason": "Different model families and code paths; same refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR touch different abstractions and outputs." + "reason": "Speech encoder-decoder and DPR are different concrete changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; no mergeable shared fix." + "reason": "SuperPoint and RWKV are unrelated models; not a duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and affected code paths." + "reason": "Different model code paths and outputs; no shared underlying fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model implementations; only the refactor style matches." + "reason": "RWKV and DPR are separate model implementations; not one mergeable change." } ] }, @@ -16025,7 +18045,7 @@ "soft_pairs": [ "pull_request:44646|pull_request:45824" ], - "prepared_review_unit_hash": "f46b1bd5711a13e32be134fc05fd5eb3b9d013ec3f8e34cf4943f485ce18ef25", + "prepared_review_unit_hash": "f164e684a60cabba0d1d321807c6da47df1accb9b13e9b7dc872d49c711c8628", "component_budget": { "node_count": 2, "item_count": 2, @@ -16047,25 +18067,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are unrelated as duplicate fixes in the strict PR sense: they are separate typo-only comment cleanups, with 45824 being a broader sweep across many model files and 44646 a small subset for two files. They overlap stylistically, but not as the same concrete change request.", - "confidence": 0.95, + "summary": "Both pull requests are near-identical typo-fix changes for `seperate` -> `separate`. PR 45824 is the broader superset and includes the overlapping file edits from PR 44646, so it is the better representative of the cluster.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45824 is the better canonical representative because it is the broader, more complete typo-fix sweep across many affected model files, including the overlapping Qwen files.", + "canonical_pr_reason": "PR 45824 is the best canonical PR because it applies the same typo correction across a wider set of files, including the overlap with PR 44646, making it the more complete representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 45824 is the best overall PR candidate due to its wider scope and more comprehensive coverage of the typo cleanup across the codebase.", + "best_pr_reason": "PR 45824 is the strongest standalone representative: it contains the shared typo fix plus additional matching comment cleanups across related model files.", "soft_edge_verdicts": [ { "left": "pull_request:44646", "right": "pull_request:45824", - "accept": false, - "reason": "Reject: both are typo/comment cleanups, not the same concrete bug or code-path fix. 45824 is a broader multi-file sweep, while 44646 only patches a small subset, so they should not be merged as duplicates." + "accept": true, + "reason": "Both PRs make the same underlying typo correction, and 45824 explicitly includes the overlapping edits from 44646 while extending them to more files." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs are the same typo-fix (`seperate` -> `separate`), and PR 45824 clearly covers the overlapping files from PR 44646 while expanding to additional related model files. The soft-pair acceptance is conservative enough, and the pair looks mergeable as one bugfix PR." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16091,52 +18114,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "21774fb1ffc049923e09fd896ca7bb7b90a529368656ac96a206d119cbc746a7", + "prepared_review_unit_hash": "e02d0bf95a11e3c33607791721e9e72ad06f43f998194102648abee2fd9c6b86", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "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 are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap only in generic Transformers registration/docs scaffolding, not in the same concrete code change or bug fix.", - "confidence": 0.97, + "summary": "The three PRs are separate model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share template-level Transformers boilerplate but not the same underlying change, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical duplicate PR exists here; the PRs target different models and codepaths. If a single representative is needed, PR #45075 is the clearest standalone candidate because it has an explicit issue link and a tightly scoped model implementation.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45075 is the strongest representative of the cluster because it is a complete model add with an explicit issue target and focused scope, though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with different architectures and files; shared auto/docs registry edits are generic and not enough to treat as the same change." + "reason": "Different model families and change goals: PenguinVL implementation vs Voxtral TTS support. They only overlap on shared Transformers boilerplate, not the same bug or feature." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add new model support, but for different models and code paths; overlap is limited to common Transformers plumbing." + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model integrations with different configs, processors, and modeling code. Shared auto-registration files are expected and do not indicate the same change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Separate model additions with distinct implementations; same broad subsystem only, not a single mergeable fix or duplicate PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions for different modalities and codepaths. The overlap is generic model-registry/docs plumbing, not one concrete fix." } ] }, @@ -16166,12 +18189,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "77892b8c3a11b84325606624e322600a886025957f57b493b97eb4ce8518b3d1", + "prepared_review_unit_hash": "3110ced3a9abf80434c108bdeb10076a1909142b8973993e50019e175b68da10", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16179,7 +18202,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16188,18 +18211,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel-fusion feature PRs, but they are not duplicates: one adds a new generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration hooks. They touch different code paths and are not mergeable as a single PR without collapsing distinct work.", - "confidence": 0.91, + "summary": "These PRs are related in the broad area of module/kernel fusion, but they implement different layers of the stack: #44979 introduces a generic Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration points. They do not look like the same concrete change and should not be merged as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new Module Fusion API and supporting tests, whereas #45363 is a separate KernelConfig-based application/integration of fusion.", + "canonical_pr_reason": "#45363 is the more complete, user-facing implementation: it touches modeling_utils/kernel_config/integrations and demonstrates actual kernel-based fusion behavior. #44979 is a lower-level API foundation, not the same patch.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative because it defines the core abstraction the other PR builds on.", + "best_pr_reason": "#45363 is the best representative PR because it implements the practical end-to-end fusion path; #44979 is a separate foundational API PR rather than a duplicate change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but different concrete changes: generic module-fusion API vs KernelConfig-driven n-to-1 fusion integration. They do not look like the same underlying bug/change and would not naturally merge into one PR." + "reason": "Related topic, but different scope and code paths: #44979 adds a new module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion wiring and example usage. They could coexist and would not be merged into one PR." } ] }, @@ -16229,7 +18252,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "63cf9c6c84d7a2b5f72cadad582a805992481c8e3182a55fc9f91cebfd6879ce", + "prepared_review_unit_hash": "42984d5045851c308c84926db1947ce1d4f6fc9ef4844fe6246b045ea4cd1ac9", "component_budget": { "node_count": 2, "item_count": 2, @@ -16251,18 +18274,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same Mistral regex fix in the same code path; 45317 is the more complete variant because it adds test coverage. They are close enough to be treated as duplicates/one change set.", - "confidence": 0.95, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; one is a near-duplicate of the other, with 45317 adding tests and a fuller patch.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR: it applies the same AttributeError fix as 45086 and also adds tests, so it better represents the complete change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same code change as 45086 but also includes a test update, making it the more complete representative of the fix.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR candidate because it covers the same fix with additional validation, making it the more complete merge target.", + "best_pr_reason": "45317 is the best PR candidate overall: it targets the same concrete bug, has the same implementation change, and adds tests to validate the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target; 45317 mainly adds tests, so they can plausibly be merged as one PR." + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is effectively a superset of 45086 with added tests, so these can plausibly be merged into one PR." } ] }, @@ -16292,7 +18315,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "de1207137732b110acbd965903defad09bb3527c1c38a35dad1cfbf5ab703c28", + "prepared_review_unit_hash": "cbb033a681c216b7034661734d76f064c18f0a51c38c0b294b6520b0de372591", "component_budget": { "node_count": 2, "item_count": 2, @@ -16314,18 +18337,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH model PRs, but they address different workstreams: PR 45115 is a narrower inheritance/conversion refactor, while PR 45569 is a broader model-split and documentation/update PR. They overlap in shared model files but are not the same underlying change.", - "confidence": 0.89, + "summary": "These PRs share the NemotronH area, but they address different changes: one is a narrower refactor/conversion-mapping update, while the other introduces the NemotronH Dense/Sparse split plus docs/tests. They are related but not duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete architecture change and better represents the main NemotronH split into dense/sparse variants; PR 45115 is a narrower follow-up refactor around conversion and inheritance.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-facing NemotronH architecture update: it adds the Dense/Sparse model split, docs, auto-mappings, and tests. PR #45115 is a narrower refactor focused on inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best standalone candidate because it bundles the user-facing model organization, auto-mapping, docs, and tests in one coherent change set.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger functional change and appears closer to a mergeable end-state. PR #45115 is a partial supporting refactor and is draft.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH internals, but 45115 focuses on conversion mapping and inheritance refactoring, whereas 45569 introduces the dense/sparse model split and documentation updates. Different concrete changes, so not a duplicate PR pair." + "reason": "Both touch NemotronH files, but the concrete changes differ: #45115 is a refactor/conversion-mapping inheritance update, while #45569 implements the Dense/Sparse model split with docs and tests. They do not look like the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -16355,7 +18378,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f1d4f0943f9440dd0c05004be7803c87926f46cb9015e53d659abda2cfddf1b3", + "prepared_review_unit_hash": "a67be7cf10ac517607ede5bdf664e8b27557dc9337f789830ecdcf1136c41865", "component_budget": { "node_count": 2, "item_count": 2, @@ -16377,18 +18400,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related feature PRs, but they are not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support that builds on it. The broader PR is the best representative of the cluster.", - "confidence": 0.77, + "summary": "The two PRs are closely related but not duplicates: one introduces heterogeneous per-layer config plumbing, while the other adds the broader heterogeneous model/caching/masking support that builds on it.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the more canonical representative because it covers the full heterogeneous-model feature set, including per-layer config handling plus model/cache/masking changes, while #45333 is config-only and narrower.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change and appears to subsume the new config machinery while also adding the actual model-side support; PR 45333 is supporting infrastructure only.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest cluster anchor: it is the broad umbrella change and most likely to matter for triage, whereas #45333 is a supporting subset focused on configuration plumbing.", + "best_pr_reason": "PR 45332 is the best anchor for the cluster because it is the most complete user-facing implementation of heterogeneous-model support and already incorporates the config work it depends on.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete code change. #45333 adds heterogeneous config plumbing only; #45332 extends the runtime/model implementation and depends on that groundwork. They are complementary, not duplicate PRs." + "reason": "Related feature work, but not the same concrete change: 45333 adds per-layer configuration support, while 45332 adds heterogeneous modeling/cache integration that uses that infrastructure. They would not be merged as one duplicate PR." } ] }, @@ -16418,12 +18441,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a9233a85c72725e4003cbdd53dbb9d04e19dea289103e8fa309b8952a7e5a7f3", + "prepared_review_unit_hash": "72387263bc828242b9d1d1bae89f0255d4afa0f7a09121ee8c06407f7b0d42dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -16431,7 +18454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -16440,18 +18463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different scopes and code paths: #45415 is a broad type-checking sweep across many transformers modules, while #45425 adds/adjusts internal typing helpers and protocols for specific modeling/utilities paths. They are similar in theme, not duplicates.", - "confidence": 0.92, + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds focused typing helpers/protocols and targeted fixes in a few core modules. They overlap in files touched by typing cleanup, but not in a single concrete bug or mergeable code-path fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#45415 is the broader umbrella typing sweep across many files, so it is the better representative of the cluster's overall theme.", + "canonical_pr_reason": "#45425 is the more focused, concrete typing change set, centered on adding missing typing abstractions and small targeted code adjustments rather than a large cross-repo type-checking pass.", "best_issue_reason": null, - "best_pr_reason": "#45415 has the wider surface area and is the most central/general change in this cluster.", + "best_pr_reason": "#45425 is the best representative of the cluster because it is narrower and more specific; #45415 is a much broader type-checking sweep that is less suitable as a single canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Same high-level typing theme, but different concrete changes and code paths: #45415 is a repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers for selected modules. They would not plausibly be merged as one PR." + "reason": "Shared typing-related files are not enough here: #45415 is a broad mass type-checking/config cleanup across many modules, while #45425 adds specific typing protocols and targeted fixes. They do not appear to fix the same underlying bug or change." } ] }, @@ -16481,40 +18504,40 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c94e3c1e8ea2d4ccc4f5f014b36eb8f08f3eab46503b8d54d95aae0b6ae9184b", + "prepared_review_unit_hash": "b0564ccfa3fcf8eda42529a218dbe62aa030206661bebad289b23e22044710a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, - "estimated_input_tokens": 1127, - "estimated_eval_tokens": 2510 + "serialized_chars": 4504, + "estimated_input_tokens": 1126, + "estimated_eval_tokens": 2508 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, - "estimated_input_tokens": 1127, - "estimated_eval_tokens": 2510 + "serialized_chars": 4504, + "estimated_input_tokens": 1126, + "estimated_eval_tokens": 2508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert-parallel loading, but they target different bugs and different code paths: one fixes serialization/loading with accelerate+ZeRO-3, the other fixes rank-0 broadcast overwriting experts under FSDP2. They should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Both PRs concern expert parallelism, but they fix different loading bugs: PR #45548 preserves distributed_config/has_ep so EP + ZeRO-3 loading works through accelerate launch, while PR #45662 prevents expert tensors from being overwritten by rank-0 broadcast in the FSDP2 loading path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete and targeted fix: it addresses a specific expert-overwrite bug in the loading/sharding path, while 45548 appears to solve a separate distributed_config serialization/loading issue.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes a clear, reproducible code-path bug with a broader and more precise distributed-loading change set.", + "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete loading bug in the param assignment path and has a broader, more direct fix for expert tensor handling.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying problems: 45548 is about preserving distributed_config / EP state for accelerate+ZeRO-3 loading, while 45662 prevents experts from being overwritten during FSDP2/rank-0 broadcast. Shared EP theme and modeling_utils touchpoint are not enough." + "reason": "Related EP area, but not the same underlying bug or change. #45548 fixes serialization/state needed for EP + ZeRO-3 loading via accelerate launch; #45662 fixes a separate FSDP2 path where experts get overwritten unless parameters are post-shard wrapped. Different failure modes and code paths." } ] }, @@ -16544,12 +18567,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "44b72bc6a529360d5f1c0af466b1d7c69c23a29fe1fba448e89f20b0367258f0", + "prepared_review_unit_hash": "fbc5a7445ea240576d20e44d15dd0447f46d4c41ad49d94a4d506fb51f8cbaa5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -16557,7 +18580,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -16566,18 +18589,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same xdist captured_info collision in the testing debug path. PR 45645 is the broader/superset change, while PR 45639 is a narrower variant of the same fix.", - "confidence": 0.78, + "summary": "Both PRs address the same xdist-related captured_info logging collision, with 45639 being a narrower subset of the broader fix in 45645.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core testing_utils xdist-safe fix and also adds the CI/workflow handling needed to read multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the broader, more complete fix for the captured_info xdist collision, covering both the worker-safe file generation and the CI/workflow handling needed to consume multiple outputs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 is the best representative because it addresses the same underlying captured_info artifact collision problem and appears more complete than 45639.", + "best_pr_reason": "PR 45645 best represents the underlying change because it directly fixes the collision and also preserves CI debug log collection across xdist workers; 45639 is a smaller subset of that same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same captured_info xdist collision in the patched testing/debug logging path. 45645 is a superset that also updates CI to consume the per-worker files, so they are plausibly one merged change." + "reason": "Same underlying bug: xdist collisions in captured_info artifacts/debug logging. 45639 changes the output-file creation, and 45645 extends the same fix with workflow/collection updates, so they are mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 69d261b9e8deb6a022b04a9e2e3ade1fbfad5a7d..14d4a85fa0af83d86f4080eb356fd2c4708a4215 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260507t180032z", + "analysis_id": "hybrid-model-20260508t000035z", "archived_artifacts": { - "hybrid": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-07T18:15:22Z", + "published_at": "2026-05-08T00:10:11Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260507T180032Z", + "snapshot_id": "20260508T000035Z", "variant": "hybrid" } diff --git a/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..19964196b99d72e75e7441f20e8c0decfe68d2dc --- /dev/null +++ b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json @@ -0,0 +1,2163 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260508T000035Z", + "generated_at": "2026-05-08T00:10:09Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "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 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44646-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44646, + "issue_numbers": [], + "pr_numbers": [ + 44646, + 45824 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44646, + "right_pr_number": 45824, + "code_similarity": 0.216, + "size_similarity": 0.2, + "file_overlap": 0.2, + "area_overlap": 0.0, + "patch_similarity": 0.771, + "shared_filenames": [ + "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "left_ranges": [ + [ + 1473, + 1479 + ], + [ + 1496, + 1502 + ] + ], + "right_ranges": [ + [ + 1407, + 1413 + ], + [ + 1430, + 1436 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", + "left_ranges": [ + [ + 1162, + 1168 + ], + [ + 1185, + 1191 + ] + ], + "right_ranges": [ + [ + 1170, + 1176 + ], + [ + 1193, + 1199 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44646-2", + "canonical_pr_number": 44646, + "duplicate_pr_numbers": [ + 45824 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44646-2 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/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..15d7d5ee135e822a55d02db2c34da4bd0e7f275b --- /dev/null +++ b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18744 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260508T000035Z", + "generated_at": "2026-05-08T00:10:09Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "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": "c35d68a50970be7b7449ec8aaec6608c70e3dc8de784d544a6cb3fdf3ea0c9e0", + "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": "The cluster is loose: one issue is about Tapas tokenization internals, while the other two are about model loading/download failures. Even the two model-loading issues do not clearly describe the same underlying bug, so I would not merge any pair.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest and most central-looking report in the cluster, with the most discussion activity and a generic model-loading failure title that best represents the shared theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best single representative because it is the most general of the three and closest to the common model-loading/download complaint, though the cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different subsystem and a different kind of bug than a failure to load bert-base-uncased; they do not look like the same underlying issue." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading/downloading models, but one is specifically about a bad auth error message for private models and the other is a generic inability to load a public model; the concrete failure mode is not the same." + } + ] + }, + "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": 16, + "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-15354-389", + "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:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "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:43975|issue:44457", + "issue:43039|issue:45161", + "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:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "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:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "d1423407a902ab6ca3f2268005e59dd648d0556914443bb7fb951f9b18f1ef46", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48871, + "estimated_input_tokens": 12218, + "estimated_eval_tokens": 24692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. The only well-supported duplicate pocket is the DeepSpeed ZeRO-3/BERT loading crash between issue:43596 and issue:43638; the broader mask/tensor-shape IndexError links are weaker and not strong enough to call a duplicate cluster.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the ZeRO-3 BERT loading crash: it has the exact index-out-of-bounds failure and a near-verbatim follow-up in issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall representative because it is concrete, reproducible, and has the strongest duplicate evidence in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same family name (Qwen3.5), but the failures are a config-attribute crash vs a streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/runtime problems: AMD GPU device support vs an MPS histogram-op issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are model/runtime bugs, but they hit different code paths and have different symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different failure than the AMD GPU-specific error." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Both are model-load/runtime issues, but the actual error paths do not line up." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 loading failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs edits, but they target different removed APIs and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT export and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device-map mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but the model context and failure signatures differ too much." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 BERT loading crash vs generic mask/tensor-shape mismatch is not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic mask-shape IndexError and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "The errors and model paths differ; this is not a clear duplicate." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a collective mismatch and the other is a loading index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-verbatim ZeRO-3/BERT loading crash with the same index-out-of-bounds failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/save-load mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to the GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete fix." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation and mask-shape mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are distributed-training errors, but the concrete failures are different." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and trainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and invalid method calls in GraniteMoEHybrid are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Both mention sliding-window behavior, but the missing config field and tokenizer-patch crash are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and tensor-parallel routing failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel issues are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same broad ZeRO-3 loading symptom, but different model context and no strong evidence of one bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different removed commands/API references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific problems with no shared failure." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-op support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy and autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer keyword-arg change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different subsystems and different error classes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics; not the same change." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading crashes, but the models and failure context differ too much to merge as one bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/config failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH load failure are distinct problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 loading test failure and Ovis2 checkpoint corruption are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both touch sliding_window concepts, but the models and missing fields differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "The generic mask-shape IndexError is a different failure from the ZeRO-3 BERT loading crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BERT loading and torch/transformers incompatibility are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral weight tying and Ovis2 checkpoint corruption are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Sliding-window config issue and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming failure and MPS histogram-op error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure and MPS histogram-op issue are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and sliding_window_pattern attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compile error do not look like the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError-style loading failures, but the error messages and models differ." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 embedding unpacking are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The ZeRO-3/BERT duplicate call on issue:43596 and issue:43638 is well grounded and conservative. However, the summary overstates the evidence by claiming a second 'clear duplicate pocket' for the generic mask/tensor-shape IndexError pair; the packet does not support that as clearly as the ZeRO-3 pair, and your own verdicts mostly reject those links. Tighten the summary to only the supported duplicate pocket(s)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "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:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "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:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "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", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "e3b6cc8294b38ebe421505a8dade73696ca336a689f5ba0153245817ae762c2c", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only clear duplicate-like subgroup is the v5 non-persistent-buffer corruption regression; the rest are superficial similarities across different models, APIs, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster is mostly heterogeneous; only the non-persistent-buffer regression subgroup is truly duplicate-like.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the clearest representative of the real duplicate subgroup around v5 non-persistent buffer corruption.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "A missing config field regression is not the same as the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different issues: int4 memory/OOM behavior vs tied-weights handling in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE, but one is a grouped_mm tracing error and the other is tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different loading-path bug than the pydantic config regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage is broader and different from the torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing errors do not match the Float8 storage lookup failure." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different tensor shapes and initialization paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one reports poor text embeddings while the other reports bad AutoModel/pipeline outputs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different path from Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking and an MPS histogram int error in MoE are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-module loading, but one is a cache-path collision and the other is saving/loading the wrong module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 is a distinct bug from translation-model tied-weight handling." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are unrelated issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache invalid group type is unrelated to tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback checks are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer math bug is unrelated to a documentation typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking are different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to removed docs command text." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking and GraniteMoEHybrid invalid-method calls do not share the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and init_empty_weights TypeError are different regressions." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are filled/corrupted during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption bug, with 43950 giving the from_pretrained-specific manifestation." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality regressions are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the Qwen3.5 RLHF NaN / SDPA fallback issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a generic noisy-load complaint are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the tightly aligned non-persistent-buffer v5 regression issues (43644/43950/44534), which is supported by the titles and the issue descriptions. The rest of the cluster is appropriately treated as heterogeneous, and the rejected pairwise links are phrased cautiously rather than overstating duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43881|issue:43883", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:45020|issue:45823", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866" + ], + "prepared_review_unit_hash": "d6e0745584b176e16ff7519814165fd50d4b17d7ebeb286bc3664e68cfc947fa", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous cluster of loading/regression/model-specific issues, with only a few likely duplicates: remote_code config loading, SigLIP2 implementation mismatch, and v5 docs cleanup.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45020 is the broadest open issue and the best umbrella for the remote_code loading regressions; the rest are either narrower manifestations or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and reusable issue in the set: open, broad, and likely to subsume the closest related regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failure modes: custom trainer API mismatch vs ZeRO-3 loading IndexError." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral AutoTokenizer error and Molmo tied-weights error affect different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are separate backend issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but the reported symptoms are too different to confirm the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue is unrelated to generic tokenization changes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA inefficiency is not the same as int4 quantization reserved-memory OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise/warnings are not the same as a specific model loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "43643 is a specific trust_remote_code/AutoConfig missing-fields regression; 45020 is the broader remote_code breakage umbrella." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the SigLIP2 HF-vs-JAX implementation discrepancy leading to degraded outputs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to a flash-attn import key error on Python 3.13." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer behavior and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise/warnings are not the same as failing to load a specific BERT model." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and missing all_tied_weights_keys are distinct model-class problems." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE training memory usage are related only at a very high level." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE hf4.x/hf5.x compatibility differs from a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 loading IndexError and Qwen3 MOE FP8 conversion failure are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression does not match a model-loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "remote_code loading regressions are not the same as torch/transformers incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2_5_VL import and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping failure is not the same as remote_code loading breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback blocking are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "dtype mismatch under autocast is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Kimi tokenizer codec regression is a different tokenizer bug than remote_code loading failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 are different model-specific loading issues." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs cleanup: removed text2text-generation/summarization/translation pipeline references." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate loading/model-state bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and fbank feature-extraction issue are related only loosely; not enough to treat as the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are appropriately conservative overall. The two accepted pairs are well supported by the issue titles/body-level descriptions, and the rejected pairs generally avoid overclaiming duplication where the evidence is only thematic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823" + ], + "soft_pairs": [ + "issue:43940|issue:45313", + "issue:45161|issue:45823", + "issue:43872|issue:44291", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805" + ], + "prepared_review_unit_hash": "8015392b28eb5e07c19ae64e8ae9d987f50638ebd01011234165afaaaea24ba1", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37759, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformer/model bugs. Only a few soft pairs look like true duplicates; most are same subsystem at best, but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: this set is a mix of unrelated bugs, with only a few small duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative among the true duplicate pairs (general Transformers 5.0 custom model initialization regression).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they involve different Qwen variants and different failure descriptions; not clearly the same bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different symptoms; only a vague MoE/runtime overlap." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility with bitsandbytes; clearly the same underlying issue." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the models and failure modes differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures; too broad to merge." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated bugs: FineGrainedFP8Config on Qwen3MoE vs bitsandbytes constructor incompatibility." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: RLHF NaNs from 3D position_ids vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both touch DeepSpeed, but one is missing weight conversion and the other is gradient averaging with loss kwargs; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API kwarg mismatch vs tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but they affect different tokenizers for different reasons." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init compatibility is unrelated to CLIPTokenizer max_length handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape mismatch error class; the later report is a restatement of the same underlying indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad regression and the other is a StopIteration in Qwen3-vl-embedding; not clearly one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs image processor void segmentation-map failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request is unrelated to the Phi-tiny-MoE dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 KeyError and the other is a device-map mismatch; different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Completely different areas: GGUF model architecture support vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention-path failures; not mergeable as one fix." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; one report is just the notebook-specific variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs missing Float8 storage type." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF/gpt-oss support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing model class vs meta-device loading regression are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs and different mechanisms; only the general area overlaps." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping constraint and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Import path regression for GenerationMixin vs Qwen3MoE FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model symptom cluster; the later issue generalizes the bad output/zero-probability behavior." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched leakage vs Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve stricter config validation, but on different models and different validation points." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted soft pairs are well-supported by the titles/body context, and the rejected pairs appropriately avoid over-merging on generic subsystem similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "48697defd0f039b5619d46ce2f56325891bf69d118932a6370c7b45445b7a1f4", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous overall, but it does contain a couple of clear duplicate subclusters around Transformers v5 state-handling/token-embedding regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the strongest canonical issue here because it is a broad, generic report of a v5 regression in non-persistent buffer handling and has an almost exact duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue for the cluster\u2019s clearest duplicate theme: it is specific enough to be actionable, but generic enough to subsume the near-identical follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a new model-like entry." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is device-map dequantized-model offload and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: BertModel ZeRO-3 index error vs tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and mask-shape IndexError are different problems with no clear shared code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a documentation/example error with quantization; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: Qwen3.5 ZeRO-3 weight loading vs incorrect visual-encoder keys during save_pretrained." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is GLM5, the other is Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different failure modes on different model families and do not look like one concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the reports are for different models and lack evidence of the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and load failures; one is GLM-4.7-Flash unit-test loading, the other is Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "One is auto device mapping causing CUDA assert, the other is FineGrainedFP8Config failure; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and optimizer argument handling are separate issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory efficiency and the other is quantization/offloading behavior; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and models; Qwen3 MoE accelerate+deepspeed conversion is not the same as GLM-4.7-Flash loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a doc/example bug and the other is an inference-output regression; not the same concrete change." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8Config failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other is Jupyter custom-model initialization; different problems." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention bugs: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/runtime crashes: Qwen3.5 chat vs Gemma4Processor in transformers serve." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they concern different models and do not show the same underlying defect." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different multimodal model implementations and not clearly the same code-path bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument handling are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and a separate model-loading failure for another BERT model are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only positive matches are well-supported by the titles/body themes: 43644\u219444534 and 45276\u219445292. The other soft-edge rejections stay conservative and do not overclaim equivalence. Canonical choice for 43644 is reasonable given the near-duplicate 44534." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:44683|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43931|issue:44863", + "issue:44530|issue:45084" + ], + "prepared_review_unit_hash": "27b09cc9424b1a3478d1ce36fa8d7a0066337069bdc644191f9f25aa6201af15", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38763, + "estimated_input_tokens": 9691, + "estimated_eval_tokens": 19638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only the resize_token_embeddings family is well supported here: 45292 is the broad generic report, with 45276 and 45335 as the Gemma4 and T5Gemma manifestations. The rest of the cluster remains heterogeneous and is not supported as a duplicate family from this packet.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45292 is the broadest confirmed resize_token_embeddings regression and cleanly subsumes the Gemma4-specific 45276 and T5Gemma 45335 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best anchor because it states the shared bug at the highest level while matching the two accepted duplicate variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer construction vs Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different topics: SigLIP2 docs/example errors vs GLM5 model issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated failures: Torch 2.10 compatibility vs meta-device loading regressions." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different code paths: gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state bug is unrelated to Qwen multimodal from_config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization, but one is offloading behavior and the other is int4 CUDA reserved-memory/OOM; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch-inference leakage vs Gemma4 PLE device placement mismatch are distinct." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions: GLM-4.7-Flash test failure vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but int4 reserved-memory growth and Strix Halo mmap OOM are different causes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized TypeError is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen3-NVFP4 runtime error is unrelated to git-oss MXFP4 loading fallback." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug: Gemma4-specific report vs the generic output_embeddings variant." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save_pretrained permission propagation is unrelated to wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling does not match the Strix Halo mmap OOM issue." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a different failure than Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer resume max_steps calculation are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes: GLM-4.7-Flash loading vs GLM5." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug, with 45335 as the t5gemma.decoder.embed_tokens manifestation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "ScandiBERT load failure is related in theme, but these reports do not clearly describe the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook init regression and extra_state save/load handling are different problems." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility and autocast dtype mismatch are separate failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen VL video regression and Gemma4 FSDP2 attention-state bug are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 is not the same bug as Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language regression and tokenizer-version changes are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom models in Transformers 5.0, but base_model_prefix loading and notebook initialization are distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device-map forward mismatch are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are different model-specific problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to the template-node compilation TypeError." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The resize_token_embeddings cluster is well grounded, and the 45276\u219445292 / 45292\u219445335 accepts look conservative. However, the summary overreaches by saying a \u201csmaller custom-model-init pair also plausible\u201d when the packet does not support that as a duplicate family (and the listed custom-model-init soft pairs were rejected). Please keep the summary limited to the supported resize_token_embeddings family unless you can justify the other cluster from the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "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:44756", + "issue:44805", + "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "8eac96413343ca1af4c42027e66d8f6fce974278d55de638c18e04168cdb5a60", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues, with a loose theme of Transformers v5 regressions, tokenizer/loading problems, and a few docs/audio/multimodal edge cases. None of the soft-similarity pairs look like clear duplicates of the same concrete bug or change.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative of the loading-regression subset in this set; it is generic enough to anchor the cluster, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to keep as the canonical anchor because it describes a core Transformers v5 loading breakage with wide applicability, unlike the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Both are regressions, but one is a Torch version incompatibility and the other is a multimodal dtype mismatch; different bugs and code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they cover different pipeline/docs mismatches and are not the same doc change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated subsystems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes: torch.export with compilable checks vs Perceiver image-classification resize/interpolation behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE model-loading regression and the other is a weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression for Qwen VL models is not the same as a generic mask-shape IndexError." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training-memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs Qwen3.5 embedding unpacking in TRL are distinct problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output issue is not the same as ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and from_config text_config unwrapping are different loading/saving bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer-loading failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init indexing error and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model regressions: CamemBERT masked LM vs est-roberta tokenizer loading." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different failure mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity behavior and runtime special-token/post-processor updates are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the `_is_hf_initialized` flag regression are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name registration and flex_attention compilation failures do not share the same underlying problem." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer contents; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and a model-loading failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are in audio feature extraction, but one is a specific unsupported-argument regression and the other is a generic `_torch_extract_fbank_features()` complaint; not clearly the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different models and versions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset finetuning are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper special-token handling, but one is batch_decode ignoring a parameter and the other is generation failure after align_special_tokens; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36032", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "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:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:43883|issue:44991", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44987|issue:44991", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:41553|issue:43582", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "09876ea2a6c55d239387613d376a7294bad6170c4229c67ed716fa2e4fa3318e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38477, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated transformer/model-loading issues. I only see a couple of likely duplicate pairs: the GGUF loading regressions and the Qwen3.5 save_pretrained regressions.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43452 is the broadest, most general reproduction of the GGUF loading regression; issue:43482 reads like a model-specific manifestation of the same from_pretrained/gguf_file path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the clearest representative because it describes the generic loader failure rather than one downstream model case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about notebook/custom-model construction; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures and code paths: torch dynamo grouped_mm tracing vs. template-node compilation." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated subsystems and symptoms: T5 tokenizer special-token conflict vs. Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and different root causes; too broad to treat as duplicates." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading regression in the v5 from_pretrained path; 43482 is a specific model instance of the broader 43452 bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family issues with different failure modes (FP8 config vs. PagedAttentionCache linear_attention crash)." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to GGUF tokenizer/model loading." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Distinct tokenizer/model loading problems with no shared concrete failure path." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden_states output vs. rope index scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different invalid-method/template compilation failures with no clear shared code path." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat template sampling-rate handling and the other is batching/padding-mask correctness." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "These are both v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor mismatch problems with different symptoms and fixes." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they involve different models and likely unrelated loader paths." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "A Llava-Next segmentation fault and a Qwen3OmniMoe video ValueError are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during loading vs. tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are codec/latent related, but the missing padding-mask batch mismatch and the missing STE mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init and buffer junk on load/init are separate regressions." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated Qwen FP8 config failure vs. template compilation TypeError." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: 45216 is the broad checkpoint-corruption report, while 45357 is a specific visual-encoder key serialization symptom." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures with different mechanisms." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability issue is unrelated to OmDet-Turbo image size handling." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Separate problems: a model-loading regression vs. a tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Speech-feature extraction bug and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Related by tied-weights wording, but one is a missing model tie and the other is a LoRA merge collapse issue; different concrete bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap OOM workaround are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to a key error loading a different model." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/configuration bugs with no shared code path." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict and model-loading failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window bug and granite_speech strict-config loading are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both involve v5 model loading, but base_model_prefix loading and non-persistent buffer corruption are distinct regressions." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen FP8 config failure and missing Float8 storage type are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative overall. The two accepted soft-edge pairs are plausibly the same underlying bug family based on their titles and surrounding context, while the rest of the rejections avoid overclaiming duplicates. No PR-mergeability issue applies here because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:43454|issue:44466" + ], + "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43881|issue:44488", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43526|issue:43883", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43881|issue:44991", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "b439b4c197e53b300d6c9317c3a81a60c1edb47518d3663421c2c20d1daf2e39", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model-specific bugs. I found one likely duplicate pair in the Qwen video-position-id regressions; the rest are too different in model, symptom, or code path to merge safely.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the best anchor because it captures the broader Qwen video-input regression across multiple models and aligns with the more specific qwen2.5-vl video position-id symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest overall issue candidate: clear regression framing, broad impact, and the most representative title among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure vs GGUF loading failure." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to dtype mismatch/inference issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/runtime failures, but the affected code paths and root causes differ." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure is not the same bug as video vision_position_ids regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input position ids; not clearly the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and likely different loader/tokenizer issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 reserved-memory/OOM regression is not the same as a model-specific video OOM." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the model families and concrete failure paths are different." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to multimodal IterableDataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling is a different bug from strict config loading." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export compatibility checks." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading and quantization, but the titles do not show the same concrete failure or code path." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes are unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to a stale generate warning." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC latent/forward mismatch." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor resolution mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device_map=auto failures, but different models and error signatures; not enough to treat as duplicates." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask support in MIMI is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config is unrelated to from_config not unwrapping text_config." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying bug is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures with no clear shared code path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL finetuning with multiple images." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load serialization issues, but they affect different keys and model components." + } + ] + }, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "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:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "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:43454|issue:43720", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43526|issue:43881", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:45081|issue:45812", + "issue:43295|issue:45701" + ], + "prepared_review_unit_hash": "32b6b1e0433b81cd70492479057f5fa5c16589b3716d0aee09234a1a6777b22a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37071, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bugs and regressions around loading, offloading, quantization, tokenizers/processors, and a few model-specific forward/path issues. None of the soft pairs look like true duplicates or a single mergeable PR change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest and most central user-facing report in the dominant offloading/quantization theme, and it has the strongest surrounding discussion/reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative issue because it is the most general, still-open offloading/quantization bug and fits the cluster\u2019s broad loading/device-mapping symptom family better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failures: weight tying in AyaVision vs packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is PaddleOCR-VL/vLLM model load failure and the other is tokenizer loading regression for a specific roberta model." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading bug vs tokenization regression; no shared underlying change." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related generation issues, but the device-map CUDA assert and flash-attention normal-generation bug are distinct failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different root causes: variable-name collision in forward vs device mismatch with auto device map." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions during save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder key persistence." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but the crashes come from different processor bugs and different failure points." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading issue and Trainer resume/max_steps calculation bug do not share a code path." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization offload behavior and the other is mmap-specific Strix Halo OOM." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different loading regressions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug is unrelated to tokenization changing across versions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3Moe FP8 config failure are distinct issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they affect different models and different processor/model contracts." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 CUDA reserved-memory regression and T5 apex RMSNorm memory leak are different causes of OOM." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss API mismatch and 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 input-embedding unpacking with TRL SFT trainer are different paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs Bark-small CPU offload device mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model device_map offload failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite token ID regression are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image passing regression is unrelated to tokenization changes across versions." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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 mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43575", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:33666|issue:35707", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", + "issue:44220|issue:44661", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "19213f6d1e3b5dd23a935315be4f26c10344b1ca893dedecb05f4071cb809e7f", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports rather than true duplicates; none of the soft-edge pairs looks safe to merge as the same underlying fix.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44843 is the strongest representative: it names a concrete, reproducible offline-tokenizer regression with a clear failing path and likely fix location.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best standalone issue here because it is specific, user-facing, and actionable, with a well-scoped root cause in tokenizer loading/offline behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: model loading failure vs PIL image processor wrongly requiring torchvision." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated code paths and models; multi-GPU training is not the same as progressive generation with embeds and KV cache." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different problems: flash-attention aux tensor handling vs composite Qwen config unwrapping." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor sync and the other is BigBird special-token registration/decoding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenizer loading, but 44843 is a specific Mistral regex path while 42886 is a broader cache-loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs example/model mismatch and quantization failure are not the same as an OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: backend post-processor updates vs LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL embedding unpacking and train/evaluate lifecycle failure are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation in Qwen3.5; the other is a classification-loss semantics bug across models." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs and modalities: weight_only load failure vs video vision_position_ids mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 nonsense outputs are not the same as CamemBERT masked-LM regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing misuse is not the same as T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs-example quantization errors and offloading-with-quantization behavior are different failures." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "FineGrainedFP8Config failure and composite config unwrapping are separate Qwen issues." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for inputs_embeds/input_ids is unrelated to zero-loss classification with num_labels=1." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma3n's audio_mel_mask variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment and RTDetrV2 output drift are different model bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are different configuration issues." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Tensor-parallel OOM and T5 RMSNorm memory leak are not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are different model-specific 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": 16, + "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-15354-389", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43322", + "issue:43334", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "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:45381", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43334|issue:45759", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. I would keep the broad remote_code regression report as the best issue representative, but I would reject all soft-edge merges, including the Mistral tokenizer pair: they share a function name, yet the evidence only shows different failure modes rather than the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set, covering the general class of recent-version breakages for remote_code models; it is the most representative issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue representative because it is broad, cross-cutting, and clearly more umbrella-like than the other narrow symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and symptoms: segmentation-map image processing vs an import error for GenerationMixin." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token handling and BitNet packed-weight loading are unrelated code paths." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but the concrete bugs differ: missing pad_token_id vs text_config unwrapping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: dtype mismatch vs a variable-collision AttributeError in Gemma3n forward." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8Config loading and PEFT/local-checkpoint loading are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Checkpoint-loading failure and video position-id handling are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime failures, but they affect different models and different mechanisms (torch.compile/SDPA vs dtype mismatch)." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading and quantized offloading behavior are not the same concrete problem." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different code paths: SDPA/torch.compile vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Related tokenizer area, but runtime post-processor updates and batch_decode skip_special_tokens are different behaviors." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to config loading with trust_remote_code." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Too little evidence for a duplicate: both mention _patch_mistral_regex, but one is an offline model_info() failure while the other is a missing backend_tokenizer AttributeError." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but the failures are different: missing fields with trust_remote_code vs strict config rejection for granite_speech." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "The titles do not establish the same AddedToken/special-argument bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video inputs, but they concern different Qwen models and different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but on different models and different tasks." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen families and different failure modes: weight_only loading vs flash-attention generation." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related remote_code theme, but not the same concrete regression as the broader umbrella report." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task-message wording and SigLIP2 output correctness are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault in Llava Next loading is not the same as an MPS histogram op error in moe code." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation error are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion and docs mentioning removed pipeline tasks are not the same change." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is documentation cleanup." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load a specific tokenizer are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different runtime problems." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge match: issue:44843 and issue:45081 are both about `_patch_mistral_regex`, yet the packet only shows different failure modes/symptoms (offline `model_info()` access vs missing `backend_tokenizer`). That is not enough evidence to call them the same duplicate-like bug, so the lone accepted pair is too aggressive. The rest of the conservative rejections look fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different Qwen variants and different concrete issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different models and different loading/tie-weight failures; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they are different functions and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43749|issue:44291", + "issue:44568|issue:45488", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43257|issue:43756", + "issue:42915|issue:44821", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:44062|issue:44991", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "50b35945dd44a2226c0b34791e6343b95d41d76cf85109a8be0150baea92246e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35414, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One plausible duplicate pair stands out around SigLIP2; the rest look like distinct bugs or unrelated regressions across different models and code paths.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43493 is the more root-cause-oriented SigLIP2 report; it describes the underlying HF-vs-JAX implementation discrepancy rather than just one downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue in this cluster because it is the clearest, most general statement of the shared SigLIP2 bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MOE weight conversion vs GPT-oss OOM." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but they are different models and different inference paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs with different symptoms and code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation bug is unrelated to flash-attention handling of s_aux=None." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model-loading key error and init_empty_weights/_is_hf_initialized TypeError are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal/device-mapping failures; no concrete shared bug path." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the errors and models are different." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Same general Qwen2.5-VL area, but the evidence is too weak to say it is the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init regression and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory-related, but the specific failures and fix directions differ." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic AutoConfig missing-fields behavior is not the same as one config field being dropped for a specific model." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are distinct training bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer crashes with different triggers and stack paths." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation problem; 43994 is a downstream symptom of the discrepancy reported in 43493." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing tensorflow in a torch install are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging and missing Qwen2_5_VL export are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but there is no clear shared concrete bug or code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights type handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures; not the same change or bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessor label reduction bug is unrelated to sequence-classification loss behavior." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading regression are different issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different logic." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex patching." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version requirement and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM load failure and float8 storage lookup failure are not clearly the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Shard size policy question and AutoProcessor kwarg forwarding are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet. The SigLIP2 pair (43493/43994) is the only plausible duplicate callout and the rest of the soft-edge rejections avoid overclaiming shared bugs across different models/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45823" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "31cc4f7b494609c050a3ade175c3111720fd2a0c4b2bcf0cba36d174f2d69dce", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37151, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and not a strong duplicate set. The only plausible duplicate-style overlap is the v5 tied-weights regression pair (44466/45005); the rest are model- or subsystem-specific and look distinct.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 45005 is the best umbrella candidate because it describes the broader v5 tied-weights regression theme, which can reasonably subsume the more specific device-dependent lm_head.weight serialization problem in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most general and likely hub-like report in this set, with the clearest overlap to another issue in the cluster and the broadest chance of representing the underlying bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions in v5, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption; different model paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch and a LayoutLMv3 boxes validation message are different failure classes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver position-encoding on non-default resolution are different model-specific failures." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is a v5 break from removing is_torch_fx_available; same area, different bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python 3.14 import/load failure; not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to a v5 tied-weights regression; 44466 is a specific device-dependent lm_head.weight serialization symptom, while 45005 describes the broader tied-weights problem on translation models." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is batched padding=False and the other is assistant tool-call messages with no content; distinct triggers." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file tokenizer/model loading and offline mistral regex patch behavior are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train are different training/runtime bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "These are different regressions: processor.tokenizer/image passthrough versus Kimi-K2.5 codec-handling/tokenizer warning behavior." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and mdeberta add_special_tokens BOS/EOS behavior are separate tokenizer implementations and symptoms." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-information validation are not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate failing after train and Gemma4 PLE device mismatch during forward are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and the processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decoding and MLukeTokenizer AttributeError do not share the same failure mechanism." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset in modular_qwen3_5.py are different generation/caching bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and est-roberta tokenizer loading regression are different tokenizer-path issues." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a reproduction of another issue are not enough to establish the same bug here." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and codec handling / warning regression are distinct symptoms." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT OSS and DeepseekV3MoE divergence are both MoE-related but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and DiaConfig token-ID persistence are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, 44466/45005, is supported by the titles and the soft similarity signal, and the rest of the verdicts appropriately avoid overclaiming same-bug status for superficially related issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43577|issue:45588", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43329|issue:45325", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and embedding reinitialization are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump problem." + } + ] + }, + "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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43688|issue:45701", + "issue:45229|issue:45823", + "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "1efbab03830f5bc20fbe53aee56b1d2d75ce6e1e948de6a3e1e6b11bc9e9755a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35363, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a collection of mostly unrelated Transformers issues spanning many models and features (multimodal chat templates, Qwen/Gemma/SigLIP regressions, config loading, serving, device placement, tokenization, and training).", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue: the items span many distinct bugs and regressions, not one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative report ('Transformers 5.0.0 breaks custom model initialization'), but it still does not subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same general model family, but different failures: a video-input regression versus missing num_labels propagation." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different code paths: Qwen3OmniMoe video parsing versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated problems: SigLIP2 implementation mismatch versus ZeRO-3 gradient inflation." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different architectures and bugs: Smollm3 RoPE-layer handling versus a Qwen3 Omni MoE feature-extraction helper issue." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient behavior are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Both Gemma4-related, but one is config defaulting for fine-tuning and the other is multi-GPU OOM during inference." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression for Qwen3VL MoE." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model failing to load is not the same as offline-mode breakage from an unconditional hub lookup." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different model families and failures: import resolution versus missing Float8 storage type." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is device-dependent lm_head serialization." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version behavior are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 area, but OOM from multi-GPU inference is not the same as a device mismatch in forward." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention multimodal processor usage, but one is a docs/example problem and the other is a regression in custom model code." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different compatibility issues: a Float8 storage import/type error versus a Python 3.13 flash_attn key error." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different subsystems and models: CLIP bus error on macOS versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs in different models: BEiT preset loading versus Bark CPU-offload device mismatch." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes in multimodal continuous batching and the other in KV-cache continuation indexing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both touch 5.0 compatibility, but one is a missing config field and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/config errors, but they affect different models and distinct failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated issues: BEiT legacy-field loading versus BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen composite configs, but one is num_labels propagation and the other is AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM and a PEFT version bump are entirely unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Same offload/device-testing theme, but different models and different failures." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT release version issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: SigLIP2 output quality versus unexpected position-id keys across models." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but compiled-forward chunked generation and Whisper empty-transcription handling are distinct." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both use apply_chat_template, but one is assistant-mask generation and the other is tool-call/content handling." + } + ] + }, + "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": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43873|issue:44464", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:38175|issue:45412" + ], + "prepared_review_unit_hash": "c67e75d3eb85bb1be7cd712af641fa49a730708edee8683a9fa35e539ffca2fb", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated bug reports and regressions (tokenization, multimodal loading, generation, dtype, offloading, attention, etc.). The soft pairs are mostly superficial keyword overlap rather than the same underlying defect, so this cluster should not be collapsed into 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:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow reporting after training failure; different subsystems and failure modes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient anomaly vs Phi-4 multimodal loading failure; unrelated training stability vs model import/loading." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState token counter not updating; both mention tokens but are different components and symptoms." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary loss normalization vs offloading with quantization; separate model-training math and inference/offload behavior." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs PyTorch version check for AuxRequest import; unrelated attention kernel bug and import gating bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile error on non-template nodes vs flash_attn KeyError on Python 3.13; different error paths and modules." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp limitation vs SigLIP2 zero probabilities; no shared code path or bug type." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "add_special_tokens regression for one tokenizer vs broad tokenization differences across versions; too generic and not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids defaulting; different model families and processing stages." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "generation kwargs update after sync_gpus vs Qwen3.5 hidden_states bug; both in generation but distinct code paths and outputs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "CI bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; both involve dtype-ish testing but not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids vs Gemma4 PLE device mismatch; same model family but different behavior and fix scope." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift BF16->FP32 vs resume_from_checkpoint key mismatch; unrelated training/eval dtype and checkpoint key handling." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init vs Qwen3.5 output_hidden_states bug; different features and failure conditions." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space issue vs MacOS bus error on CLIP model; both are user-facing regressions but not the same problem." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness on value head dim mismatch vs Kimi-K2.5 tokenizer codec regression; unrelated backend math vs tokenizer logic." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer/images regression vs OmDet-Turbo processor image-size mismatch; both are processor bugs but different models and outputs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults vs Qwen2.5-VL rope index temporal scaling; different multimodal internals and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization inconsistency vs LoRA merge collapse after vocabulary extension; both weight-related but not the same serialization/training bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Qwen3-VL pad_token_id import error vs Llama4 pad_token_id missing; similar attribute name, but different configs and model families." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure vs RT-DETR memory not released on delete; unrelated image-resolution handling and lifecycle/memory leak." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF vs JAX discrepancy vs resume_from_checkpoint key mismatch; different correctness domains with no shared code path." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error vs meta-device model loading breakage; both are loading regressions, but distinct import and initialization failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm missing pad_token_idx after v5 update vs loading physical-intelligence/fast on >=5.1.0; both version-related, but separate model-specific breakages." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "quantization/offloading behavior vs inconsistent chunked generation with compiled forward; different subsystems and fixes." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "missing pad_token_idx in StableLmConfig vs meta-device loading regressions; both version regressions, but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer regression vs batched video processor shape bug; both processor-related, but different modalities and outputs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "missing Qwen2_5_VL class import vs DeepSeek coder detokenization regression; import/export issue vs tokenizer behavior." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs ZeRO-3 gradient growth; both training/runtime bugs but entirely different mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor.tokenizer/images regression vs quantization offloading issue; separate processor API breakage and model loading/offload behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability anomaly vs RT-DETR memory leak on deletion; unrelated model correctness and memory management 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": 16, + "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-15354-389", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931" + ], + "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated modules." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime limits are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: flash-support helper vs HybridCache." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." + } + ] + }, + "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": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43927", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45198|issue:45803", + "issue:29127|issue:32090", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "ca220442901ed4f7d6a3eec44c34c408eb57ccf993bc2a0c61727db37bf69c23", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "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": "This cluster is mostly heterogeneous: the soft pairs span unrelated bugs, docs issues, tokenizer/model-loading regressions, and CI failures. The only clear duplicate is the two Qwen3.5 MoE from_pretrained reports; the rest should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report of the same Qwen3.5 MoE from_pretrained regression and has the fuller context; 45478 is a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate pair in this cluster and is the cleanest issue to anchor triage around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different problems: SigLIP2 documentation example errors vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to Beit reduce_labels returning one label." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer loading issue, not the trust_remote_code / is_torch_fx_available regression." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a v5 API removal breaking trust_remote_code models; the other is Deepseek tokenizer output drift." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 device_map auto mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents / missing STE is unrelated to unexpected position-id key warnings across many models." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure; these are duplicate reports." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device override test are distinct failures." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 import parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformersConfig sparse-layer construction and BEiT preset loading with a legacy field are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example errors do not match the broad position-id key regression." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config creation in SwitchTransformers is unrelated to qwen3_omni_moe output-length logic." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer incorrect results are unrelated tokenizer/model changes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation is unrelated to D-FINE auxiliary loss disabling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking in BitNet loading and GraniteSpeech stale override CI failure are distinct." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with protobuf absent is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta-v3-base add_special_tokens regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure is unrelated to bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is not the same as SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load breakage and embedding reinit after resize are different model-loading bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs and from_pretrained loading the wrong custom module are both save/load related but not the same concrete failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The packet supports the identical-title duplicate pair 45310/45478 as the only clear duplicate, and the rest of the soft pairs are plausibly separate issues. The canonical choice of 45310 as the earlier, fuller report is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44734", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:44451|issue:45520", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "e32baea62200637de7720d2a3ca880e32d8799977080ddcc9d344e05ab36db70", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36433, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the items cover unrelated tokenizer, quantization, export, attention, and runtime bugs. I reject all soft links; none of the paired issues look like the same underlying defect. I chose one broad open issue as the cluster anchor, but it is not a true duplicate hub.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest open, actively discussed issue in the set, so it is the least bad anchor for a noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative because it is open, broadly scoped, and has the highest discussion/inbound activity among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma 4 processor import/loading vs flash-attention sink-less crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA on Bamba vs a helper-length bug in qwen3_omni_moe." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards/support vs flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and a stale paging warning are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior does not match a position-id key mismatch." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing ReasoningEffort import; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules; not the same underlying defect." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype drift in eval and gradient-checkpointing restrictions in eval are distinct behavior changes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType handling are unrelated subsystems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder has nothing to do with RT-DETR memory release." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is not the same as flash-attention s_aux=None handling." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output mismatch and lm_head serialization inconsistency are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crash and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and flash_attn import on Python 3.13 are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 pipeline output issues do not match RT-DETR memory reclamation." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task errors and Wav2Vec2 save/tokenization failures are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure on Qwen3Moe and quantized model saving are different quantization-related problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings have no concrete overlap." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen flash-attention generation regression are distinct." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and SigLIP2 output mismatch are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor arg regression and Qwen video-input regression are different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests and void segmentation map processing are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are different serve 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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation differences, but they are for different models and different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:43575|issue:44387", + "issue:33357|issue:38175", + "issue:44977|issue:45584", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:44479|issue:45290", + "issue:28218|issue:32090", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/load failures, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:45127|issue:45200", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:33290|issue:35141", + "issue:43065|issue:44617", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failure modes with different root causes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure is unrelated to the unrecognized model/config.json model_type error." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression and GenerationMixin import error are separate import/model initialization problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are distinct bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation and a video-input regression in Qwen models are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but OOM with Adafactor and double optimizer.step calls are different concrete issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the ZeRO3 empty deque crash." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content messaging and MacOS CLIP bus error have no shared underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and granite_speech strict config loading are separate config-design issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat template padding behavior are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MobileLLM-125M key error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed OOM and Llama 3.2 Vision model loading breakage are not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights and FlashAttention failure in Ministral-3 are different model-specific bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k shape regression and missing PyTorch ImportError are entirely unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family 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": 16, + "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-15354-389", + "nodes": [ + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "b750514a03f4dfec3ad47cd07b534730bea95f8163dcf026739261ec9fc4938f", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of issue 38071 is too generic to merge with a specific apply_chat_template tool-call crash without explicit matching behavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are separate config/state problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in run_image_classification_no_trainer.py is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different runtime failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU-side arange/device bug and a bare-except swallowing errors in FuyuBatchFeature are different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and incorrect vision_position_ids in Qwen2.5-VL video input are distinct multimodal bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config regression and a Python 3.13 IndentationError in DebertaV2Model are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and the undefined tf backend error from installing tensorboard without TensorFlow are different environment/setup problems." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43650|issue:44220", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:44964|issue:45600" + ], + "prepared_review_unit_hash": "85e22a794c5bd45382b593ba7346db5b06df745c3ac150d13cf001b51b11f0d5", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not form a true duplicate set; all soft pairs are false positives spanning unrelated import errors, config regressions, generation bugs, CI failures, and example-script issues.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items describe unrelated bugs across different models, APIs, and failure modes, so they should not be merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong representative issue exists because the cluster is not cohesive; any single issue would be arbitrary rather than a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: post_init validation for PatchTSMixer vs strict config loading for granite_speech." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version/platform regressions, but one is Python 3.9/3.10 compatibility and the other is a Python 3.13 import parse error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated: non-persistent buffer initialization bug vs GPTNeoX config reload dropping rotary_pct." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA failure in Bamba vs dataset loading in an example script." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated: unrecognized model/config loading vs bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different multimodal forward bugs: CLIP hidden states missing vs Qwen recurrent states resetting." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Gemma4 resize-token-embeddings bug vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No overlap beyond audio-related wording: placeholder data issue vs fbank feature extraction bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but one is a stale device-override test and the other is broken auto_mappings references." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to example script local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: multi-label classification output bug vs image-classification local dataset loading." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: category-count runtime limit vs Whisper generation on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they concern different models and different missing/default fields." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import symbol problem in image_utils vs Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation correctness bug vs stale warning emission; different behavior and fix scope." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero-probabilities issue is unrelated to Sam3PixelDecoder dummy Conv2d behavior." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying serialization bug and save_pretrained checkpoint regression are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Different flex_attention bugs: compiled failure on torch>=2.9 vs incorrect version gate for AuxRequest import." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code FX helper removal is unrelated to local-model cache path collisions." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing bug is unrelated to trust_remote_code cache path naming." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialized lm_head.weight/device-dependent bug is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be related broadly, but they are not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig are unrelated to unrecognized model/config loading." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs layer_type_validation." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache path collision." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4-multimodal loading regression is unrelated to broken Sam3LiteText auto_mappings references." + } + ] + }, + "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": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:43388|issue:43688", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43531|issue:45600", + "issue:43299|issue:45216", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "b44d739190d87948ec6b7c71b4b4b883e9dd8fc2bcb6ac5056b3ab89d5e03452", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issue reports, with a few broad version-regression themes. The best anchor is the umbrella remote_code regression report, but none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue 45020 is the broadest umbrella report here: it covers recent-version breakage affecting remote_code models, which makes it the most representative issue for grouping nearby regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the widest-scope, most central issue and the best candidate to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different failures: a video-classification pipeline processor lookup bug vs a notebook syntax error." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different code paths: metric gathering in eval/training vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: a GraniteSpeech CI test/device override problem vs a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer image handling vs token embedding resize propagation in T5Gemma." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family name, but different concrete bugs: save/dequantization failure vs FlashAttention loading failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated: generation cache/chunked prefill vs ANSI escape handling in loading_report." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but they affect different models and likely different root causes." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: unrecognized model/config loading vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Completely different surfaces: notebook syntax error vs audio feature extraction bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different components: Qwen3-MoE sliding-window behavior vs stale auto_mappings config references." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Related Qwen multimodal family, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior mismatch." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Too vague on both sides; no clear shared concrete backend/package bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: embedding resize not propagating vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different model/training issues: eval-mode gradient checkpointing vs D-FINE auxiliary losses being skipped." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different functionality: optimizer argument handling vs a Qwen warning about tie_word_embeddings." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is loading a model and the other is saving incorrect visual encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different configuration paths: unrecognized model type vs AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification pipelines vs an unrelated model config loading error." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different MoE/multimodal bugs: router loss handling vs missing default mm_token_type_ids." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import vs a broad import-regression report; not the same root cause." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated: notebook syntax error vs AddedToken constructor argument collision." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Different categories: evaluation metric batching vs outdated docs still mentioning pipeline()." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility problem vs a dependency version bump issue." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "The remote_code regression is much broader, but this is a specific video-classification pipeline processor bug with a different concrete failure mode." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing-default behavior; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different breakages." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: dtype propagation in BLIP-2 vs incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely unrelated: torch flex_attention compilation vs TensorFlow backend/package installation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure paths; not a duplicate pair." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency complaint vs a specific released-version dependency constraint issue; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "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-15354-389", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:35141", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:44462|issue:45081", + "issue:44521|issue:45325", + "issue:43976|issue:44279", + "issue:45600|issue:45712", + "issue:43976|issue:44987", + "issue:44462|issue:44779", + "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:43650|issue:45290", + "issue:44623|issue:44749", + "issue:43723|issue:44162", + "issue:43653|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "dd2312d7bd4cdf8c95ee6fb88cad21db0c7d2102882ea9f78e1bb47b7d0d00f8", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37324, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues, with some superficial overlap around tokenizers, processors, and v5 regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44462 is the best representative anchor: it is a concrete, reproducible tokenizer-loading regression in v5 with clear user impact, and it sits near several other tokenizer-related reports without being too model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most actionable and broadly relevant issue here: it cleanly describes a specific AutoTokenizer/tokenizer.json regression and is better suited than the others as a triage reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "One is a Trainer GPU broadcast TypeError; the other is a resized-embeddings/post_init reinitialization bug. Different code paths and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to a TextClassificationPipeline docs mismatch about return_all_scores." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in a model output is not the same as a CUDA out-of-memory failure in Sam3Video." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer is a v5 regression; Deepseek tokenizer producing wrong results is a different tokenizer behavior bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification pipeline choosing the wrong processor type is unrelated to a placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata in save_pretrained and AutoTokenizer ignoring tokenizer.json are related areas but distinct bugs with different failure points." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json from the repo and Mistral regex patch crashing on backend_tokenizer are separate loader bugs in different code paths." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope index scaling are different multimodal preprocessing bugs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings referencing removed configs and leftover dummy classes failing check_repo are different maintenance problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9/3.10 incompatibility is unrelated to loading physical-intelligence/fast under transformers>=5.1.0." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Deepseek tokenizer returning incorrect results are both tokenizer-related, but they are not the same failure mode." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape handling is unrelated to the broad dependency issue titled 'Dependency issue with transformers'." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a numerical/config precision bug, not the torch.split return-value issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failures affect different models and different mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight depending on device and gemma4 resize_token_embeddings not updating output embeddings are distinct weight-handling regressions." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization/offload bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Ministral FlashAttention failure and compiled flex_attention failing on torch>=2.9 are separate attention-backend compatibility issues." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor files on save_pretrained and gemma-4 zero3 from_pretrained failure are unrelated save/load bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to apply_chat_template crashing on assistant messages with tool calls and no content." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading problems in v5 and ESM2 being broken are separate model/tokenizer reports with different symptoms." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration and D-FINE auxiliary-loss behavior are completely different subsystems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regressions and Deepseek tokenizer regressions both involve incorrect outputs, but not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A NameError importing sentence-transformers and tensorboard-only causing undefined tf backend are unrelated dependency/import issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are entirely different problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and SigLIP2 nonsensical outputs are different issues; one is documentation, the other model behavior." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "A transformers>=5.1.0 model-loading failure is unrelated to the tensorboard/TensorFlow backend error." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization differences between versions and a placeholder issue are not the same underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError with unexpected _is_hf_initialized are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained and gemma-4 zero3 from_pretrained failures occur in different parts of the pipeline." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45593" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "e723f1f1ba0b87294468bceebe16c4bdedbc7c7ef70f75e5a77fe3adee38ff80", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated standalone bugs. Only one soft pair looks like the same underlying regression: missing Qwen2.5-VL exports causing import failures at different entry points.", + "confidence": 0.63, + "canonical_issue_reason": "Use issue:43824 as the canonical issue: it captures the broader, user-facing top-level `transformers` import failure for Qwen2.5-VL, which can subsume the companion submodule export problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative of the duplicate-like pair because it describes the public API break directly and is the clearest anchor for a single export-fix PR.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs stray ANSI codes in loading reports." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Unrelated regressions: chunked-prefill cache handling vs CLIPVision hidden states not returned." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention `apply_chat_template`, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: missing `pad_token_id` on Llama4Config vs glm-4v-9b loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Config attribute error vs `trust_remote_code` returning incomplete config fields are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video-shape bug and SAM3Video CUDA OOM are different code-path problems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import error is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is model loading on v5 dev; too different to merge as one fix." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to intermittent import slowness." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code output bug vs wrong `position_ids` docstring." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` export is not the same as Python 3.9/3.10 compatibility breakage." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa `model_max_length` question is unrelated to missing `transformers.onnx` module." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and different loss mechanisms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron FlashAttention-2 unsupported error vs a generic Flash Attention topic." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "`position_ids` buffer access error and Gemma-4 ZeRO-3 loading are distinct issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression is unrelated to model-config `model_type` recognition." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline choosing image processors is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL export failure and `huggingface_hub.is_offline_mode` import error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL image-processor export is unrelated to `HybridCache` import failure." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling regression is unrelated to removal of `is_torch_fx_available` for trust-remote-code models." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import/export failure is unrelated to Python version support." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issue is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos token config mismatch are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetr float16 AMP crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and missing `deepstack_visual_indexes` are both Qwen3.5-related, but they appear to be different bugs in different paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "`position_ids` buffer error is unrelated to the Chinese performance regression report." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-processing ValueError are different model/runtime issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression is unrelated to `resize_token_embeddings` not updating output embeddings." + } + ] + }, + "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": 16, + "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-15354-389", + "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:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44869", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:45561|issue:45563", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:36246|issue:43596", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:44933|issue:45459", + "issue:43931|issue:44368", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "dffd5484f92d954faf513872333378037dec57e9b5f6dfdb787ee5485cb962b4", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with superficial title similarity only; the soft pairs are not the same underlying bug/change in almost every case. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items span unrelated bugs (tokenizers, generation, DeepSpeed, SAM3, docs, utilities). The closest family is the resize_token_embeddings regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best canonical-style issue in the set: it describes a broad API regression in resize_token_embeddings, which is more reusable than the narrower model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: embedding resize regression vs Whisper empty-transcription crash after align_special_tokens." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different models and failures: granite_speech config loading vs missing deepstack_visual_indexes in Qwen config." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Unrelated: tokenization/version behavior changes are not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs runtime sys.modules access bug; no shared code-path failure." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model package fails for one reason; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-file race in xdist vs stale warning in paged generate(); different subsystems and symptoms." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field vs Composite config unwrapping in AutoModelForCausalLM.from_config; distinct loading problems." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output in loading_report." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3 BertModel index error; different failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue is unrelated to unsafe sys.modules lookup." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as the empty-deque ZeRO3 crash." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs missing default mm_token_type_ids; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as sam3_video/sam3_tracker config mismatch warning." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to slow import behavior." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenization failure and multi-GPU OOM are unrelated problems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained issue is distinct from optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug is unrelated to the broad ESM2 regression report." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA is unrelated to flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve cache terms, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to xdist capture-file races." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 empty-deque crash is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils is unrelated to hidden tokenizer errors when protobuf is missing." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a loading error, not the tied-embeddings warning seen in Qwen3.5." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are separate tokenizer/decoding 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": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43377|issue:44242", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "9ff02bde45a21986ef1c2b6f088fa4d4606ce22fecbf5f3828d089e8d0c6c742", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers regressions, mostly v5-era import/loading/config issues across different models. The titles overlap on broad themes, but none of the soft pairs look like the same concrete bug with enough confidence to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the best representative because it is a broad, central v5 regression report and can subsume several of the more specific compatibility breakages in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster: it is specific enough to be actionable, but broad enough to represent the larger Transformers 5.x custom-initialization breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is about tokenizer metadata and the other about processor files; different code paths and fixes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 breakage vs a specific ESM2 model failure; too little evidence they are the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression report are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus/update kwargs handling and the other is a missing GenerationMixin cache in chunked prefill; not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/export bug vs deepspeed optimizer double-step; unrelated subsystems." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache issue vs documentation referencing removed pipeline APIs; no shared underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf/from_pretrained loading failure and unsafe sys.modules access are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch backend vs Sentence Transformers hanging on load; not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression after upgrade and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown and optimizer stepping twice are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure and Qwen2.5-GGUF loading failure are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Vision output attribute bug vs missing config fields from trust_remote_code; not a duplicate." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic report provides no evidence it matches the Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning and remote-code meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not look like the same bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different symptoms: missing field on SAM 3 Vision output vs wrong vision_position_ids for Qwen2.5-VL." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing AutoImageProcessor export is not the same as a nonexistent image_utils import." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a specific missing config field and the other is a generic from_pretrained failure; not enough to treat as the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same model name, but the reported leak contexts differ enough that this is not a confident duplicate from titles alone." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Vision output attribute error and tokenizer mapping/add-new-model failure are unrelated." + }, + { + "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 confidently." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different symptoms and likely different fixes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 token-type-id defaulting are unrelated model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder vs load-balancing loss omission in MoE routing are different model behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package install backend selection and leftover dummy torch classes are related to optional deps broadly, but not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they are for different APIs and likely separate export regressions." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE and v5, but one is Qwen3-VL-Moe and the other is Qwen3.5 MoE; insufficient evidence they share the same root cause." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist race in testing utils; 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": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "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:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "6d9e01e651837f34d7b812f4f19045c0455c671fad02c4768420cfdee79f9f63", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, loading, multimodal models, DeepSpeed, docs, and packaging. I found no soft-edge pair that clearly describes the same underlying issue, so all candidate links are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative of the tokenizer-regression theme here: it is a concrete, silent v4\u2192v5 wrong-IDs report affecting a whole model family and is still open.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the mixed set, issue:45812 is the most actionable and broadly representative bug report in the recurring tokenizer/v5 regression subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failure modes: multimodal model loading vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race on captured_info.txt is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to xdist test race conditions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformer loading hang and embedding reinitialization are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is BOS/EOS insertion; different root causes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and attention-kernel divergence are separate code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization regressions, but the symptoms and affected behavior differ materially." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile kernel branching is unrelated to a docstring typo." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save artifacts and Qwen3.5 from_pretrained failure are different issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers is unrelated to a missing Qwen2.5-VL class export." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto_docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and DeepSpeed OOM are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs codec handling/warning issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens behavior regression are distinct problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different defects." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump and dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer behavior regression is unrelated to Pegasus output differences across versions." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to model loading failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput key assignment are separate bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and double optimizer-step behavior are different issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes do not describe the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package backend omission and nonexistent import cleanup are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained problem and tokenizer save_pretrained metadata mismatch are different save paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer double-step behavior." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but for different objects and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor crash and auto_docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting failure and CustomTrainer compute_loss signature mismatch are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two different import errors from different modules, not one underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:43873|issue:44945", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593" + ], + "prepared_review_unit_hash": "ce1608273173e860385325a07b69d05b33834b6f5e25e21c66b41629fa7701e7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35670, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain a real duplicate set; the issues are mostly unrelated regressions spanning import errors, tokenizer behavior, model loading, quantization, serving, and config serialization. No soft pair looks like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out: the issues describe different root causes and code paths, so using one as an umbrella would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduping the whole cluster; 45278 is the broadest upgrade-regression report, but it still does not represent the other unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: MLFlow reporting on job failure vs model loading regression for a specific Llama vision checkpoint." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer from_pretrained issue vs Qwen3.5 flash-attention generation bug; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch dependency import error is unrelated to MLFlow not updating after a failed training job." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow failure reporting and embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is not the same as the max_shard_size default question." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection and Gemma4Processor _tokenizer crash are different serving failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization when None is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash is unrelated to auto_docstring failures under future annotations." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are distinct issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained regression are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate tokenizer/model-config issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal config defaults vs GPTNeoX rotary_pct not persisting on reload are unrelated serialization/config bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probability output do not share a concrete failure mode." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different subsystems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two missing exports from transformers, but they involve different symbols and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and mdeberta-v3 BOS/EOS handling are different tokenizer behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexer bug and a docstring issue are not duplicates." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-specific infinite loop are different generation bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Generic FP8 accuracy issue and Qwen3-VL-Moe regression are not the same concrete problem." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing huggingface_hub symbol and a broad transformers upgrade import-regression report are too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + } + ] + }, + "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": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45600" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44514", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:43723|issue:44442", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:44743", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "defb15bf33a7f34bfbd0c963cb6d1b11bda6758e1cbddfbfd59914dfd883c12e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions around imports, tokenizers, processors, generation, and a few model-specific bugs. The broadest representative is the open report about many import errors after upgrading to 5.5.0.", + "confidence": 0.55, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring import/load regressions seen across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative user-facing problem in the set, and it can plausibly absorb several of the narrower import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained plumbing, but one is a tokenizer mapping None bug and the other is an AutoProcessor kwarg propagation issue; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: Smollm3 RoPE-layer handling versus Qwen3-Next tied-weights warnings." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to the GLMoe torch.split return-value bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in sentence-transformers and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwarg forwarding and apply_chat_template crashing on tool-call messages are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class metadata being wrong on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync_gpus state handling and a 2^24 category limit error are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output drift across versions and batched chat-template crashing with padding=False are different behaviors." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A missing nn import in sentence-transformers is unrelated to stale Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and invalid GenerationConfig validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms, so they are not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import errors, but the former is one specific missing import; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer loading failure and FastSpeech2ConformerTokenizer lookup failure are distinct model-specific import/load issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type warning and missing fpn_position_embeddings are different SAM3-video problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and zero assistant masks in multimodal chat templates are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache state, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same concrete bug." + }, + { + "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": "Multi-label classification example output and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "An error-message clarity complaint is not the same as a loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe version-5 bug and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save problems and Phi-4 multimodal load failure do not match." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and do not appear to share a concrete fix." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking auto-loading are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong Qwen3 offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a loading/compatibility bug and the other is FP8 save_pretrained behavior; not the same issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label classification script behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration versus HybridCache." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Incorrect offset_mapping and zero assistant_masks are separate tokenizer/chat-template 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": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986" + ], + "prepared_review_unit_hash": "45ffd8b471482161bc3af8841a99a746d15a39665c53a745ae899179dfe32021", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of Transformers v5 regression reports, with many unrelated tokenizer/import/model-specific bugs. I did not find any soft pair that clearly describes the same concrete bug, so all soft edges are rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: a general post-upgrade import-regression report. It is the best anchor for the cluster theme, though it is not a true duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest visible failure mode (many import errors after upgrading), making it the best single cluster label.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model/version family, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load failure; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules (`is_offline_mode` vs `HybridCache`)." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors/models (decoder type vs Deepseek token output)." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing `transformers.onnx` import vs tokenizer spacing bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: generic tokenization change vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different from_pretrained layers: encoder weight loading vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Different failures and code paths: import-time `nn` NameError vs flex_attention version check." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig and the other is a RoPE implementation issue." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and subsystems: vitpose model breakage vs Ministral FlashAttention." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Unrelated: TF32 API warning vs missing image processor method." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both are version-compatibility bugs, but for different dependencies (`python` vs `torch`)." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal problems: SigLIP2 implementation mismatch vs Qwen3.5 image-generation loop." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different example/pipeline issues: empty multilabel outputs vs stale translation support message." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a VL-Moe bug and the other is a from_pretrained load error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different save/load bugs: FP8 MoE serialization vs Qwen3.5 load failure." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated: classification script behavior vs SigLIP2 model discrepancy." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both involve training/generation internals, but one is optimizer-state sharding and the other is cache handling." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: feature-extraction length helper vs flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: invalid GenerationConfig vs stale warning about `num_return_sequences`." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad report of many import errors; not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and outputs (offset mapping vs general correctness)." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 offset-mapping bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: tokenizer mapping None handling vs flash_attention crash on `s_aux=None`." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: ONNX module import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation/pipeline removal issue vs PyTorch version-check bug." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated training-mode checkpointing constraint vs pipeline-parallelism output bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve processors, but one is batch shape output and the other is a missing torchvision import crash." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation/model bugs, but they target different models and failure modes (GLM-5 invalid config vs Qwen3.5 flash-attention behavior)." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Processor batch-shape bug vs AutoProcessor crash without torchvision; different concrete 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": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "8e0f94c095237951e23aa1f0e2fff57294196b118f797abd5ffbb715bdb0a37b", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, API compatibility, and dtype/precision changes. The soft pairs share broad subsystem keywords, but they usually describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it describes a broad import-failure regression after upgrading to 5.5.0, which matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the broadest and most cluster-like issue here, covering a general upgrade regression rather than a single model- or component-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Both are performance/precision regressions, but one is a VRAM leak and the other is a dtype mismatch warning; different bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is a missing mapping entry and the other is a Mistral regex/backend crash." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping errors and runtime post-processor update bugs are related to tokenization, but not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different breakage points." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are distinct model-level regressions." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These are both Qwen-related, but one is missing projections in a model layer and the other is a from_pretrained loading error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 API changes, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorFlow/tensorboard installation issues are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior has nothing to do with the Qwen3.5 MoE loading error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package dependency/backends mismatch versus broken VitPose models; different failure classes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "These are different model-loading warnings/errors for unrelated models and code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and missing model_type config are both loading issues, but they are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions on Qwen3.5, but one is a general API rejection and the other is a streaming inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer arguments being ignored is not the same as an optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load failure is not the same as a broad import-error regression after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a warning during compilation and the other is incorrect dtype propagation in BLIP2." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and tokenization output differences are related but not the same underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon precision issues are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-configuration bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing import symbol and a feature-extraction helper issue are different failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing projections and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split/indexer issue and the other is a RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config API and unexpected key warnings are both version-breakage symptoms, but not the same concrete change." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model failure on Ministral-3 and the other is a training degeneration bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A precision warning and a model-type mismatch warning are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import symbol breakage and PretrainedConfig type-checking regressions are distinct API problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in PretrainedConfig is unrelated to the TensorFlow backend installation error." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a VRAM leak and the other is a generation failure with flash-attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A Qwen3ForCausalLM memory leak is not the same as a reproduction of a different upstream issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision crash path and a save_pretrained shard-size question 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": 16, + "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-15354-389", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "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:44655", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588" + ], + "soft_pairs": [ + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42673|issue:43577", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44964|issue:45071", + "issue:44261|issue:44485", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "3e86f2adaa3e93b5587a2975338bc49dc5946829c8e38846bc1653d90e9d91d3", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are independent bug reports across different subsystems, model families, and failure modes. None of the soft-edge pairs are safe duplicate merges from title-level evidence alone. Issue 43097 is the best broad representative of a v5-breaking-change/reporting theme, but it is not a duplicate of the others.", + "confidence": 0.62, + "canonical_issue_reason": "43097 is the clearest cluster representative because it is a concrete, user-facing v5 API regression with broader impact and inbound references; however, the cluster overall is too mixed to imply a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 has the strongest combination of scope, clarity, and community impact among the listed issues, making it the most reasonable single representative for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a shape-mismatch on a specific checkpoint and the other is a broader v5/model compatibility issue; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/loading failures, but they point to different code paths and symptoms; no evidence they are the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config attribute in v5; the other is a gguf/from_pretrained loading break. Different APIs and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformersConfig sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and incorrect pipeline-parallel outputs are unrelated issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings in different model/config paths; not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is an image-processor API absence and the other is a torch.split indexing bug; distinct defects." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Training degradation with flash_attention_3 is unrelated to the category-count runtime limit." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/optimizer-state corruption and Liger Kernel not applied via model_init are different training-time issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 variant/config problems; one is missing layer projections, the other is a missing config field silently dropped." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import-name failures with different symbols and modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-mapping None handling are unrelated tokenizer bugs." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "A VRAM leak in dataloader threads is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3/Qwen3-VL-ish models, but the concrete failures differ completely." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal and PretrainedConfig type-checking regression are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon handling and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms; one is load-time shape mismatch, the other is missing projections in a layer." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 model loading and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config attribute and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction issue references another ticket, but there is no clear evidence it is the same tokenizer-decoder bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Both touch processor/chat-style flows, but one is torchvision-dependent video loading and the other is chat templating with tool-call messages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision and Gemma 4 processor import failure are distinct problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug and an xdist race on captured_info.txt are not clearly the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems entirely; no duplicate signal." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API behavior and stale docs for return_all_scores are not the same underlying issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate pipeline issues." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash_attention sink handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing encoder weight during load is unrelated to save_pretrained shard size defaults." + } + ] + }, + "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": 16, + "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-15354-389", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45381", + "issue:45440", + "issue:45753" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:38617|issue:43502", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44220|issue:44655", + "issue:36010|issue:42757", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43906|issue:45753", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "8d332596a91c350508142bb4be60391ddb745db5f039669e1ce63a279e19071a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37731, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most high-similarity pairs are only superficially related (imports, model-specific regressions, save/load, chat template, attention backends) and do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failures across different models and subsystems, so there is no safe duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduping the cluster; the broadest-looking reports still cover different code paths and would be misleading as a canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a Bamba compile failure under SDPA." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different warnings from different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to Qwen3.5 looping on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is dequantized model saving and the other is saving Pipeline objects; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request handling and Qwen2_5_VLProcessor batching are different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compile is not the same as a flex_attention compile failure on newer torch." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different libraries and missing symbols." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe model loading and fp8 inference support are separate model-specific problems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and apply_chat_template crashing on tool-call messages are different failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing configuration import and unwanted hub requests under local_files_only=True are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are different problems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error are distinct serialization/loading bugs." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completions request parsing and Qwen2.5-VL video vision_position_ids are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "A stale doc mention and Pipeline save_pretrained failure do not share the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Loading failure with sorted state_dict and Qwen3.5 save_pretrained checkpoint corruption are different serialization regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline saving failure are not the same code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 generation config validation are different issues." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction and Pipeline save_pretrained are different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages and symbols; no shared underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and GLM-5 RoPE implementation are not the same concrete change." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split result issue in one class and DeepseekV3MoE divergence are different model bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate config regressions." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of another issue and Qwen3.5 image looping are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output assignment regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute missing and MoE load-balancing loss omission are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and Qwen3.5 infinite loop on an image are unrelated model-specific issues." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different missing-attribute/loading failures on different model configs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron and Python version compatibility 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": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43441|issue:44380", + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "6b4fe99a6547a0064d9317ec5187ea227378ba8bc82151daf6a8cd0fa544a221", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. Only one soft edge looks like a true duplicate: the import-time slowdown reports (41669 \u2194 44246).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the only clearly matching duplicate pair: it identifies the import-* overhead directly, while 44246 is a symptom-level complaint about slow imports.", + "canonical_pr_reason": null, + "best_issue_reason": "41669 is the best representative issue here because it names the actionable cause of the import slowdown and is the clearest standalone bug report in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific FA issue and the other is GPT-2 attention scaling behavior." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but they involve different models and different likely failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron lacking FA2 support is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different code paths: attention backend configuration vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a state_dict loading problem; the other is a missing config field silently dropped." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying issue: slow import of transformers caused by import-heavy model modules." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT-2 attention scaling are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad flash-attention area, but different model-specific failures and different symptoms." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 decorator parsing issue are distinct causes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in one test is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder is unrelated to flash-attention support." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering load failures and wrong visual-encoder save keys are different model I/O bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-specific load failures, but they are different Python compatibility problems." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer states in training and inability to save Pipeline objects are different features." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during model loading." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy and GPT-2 attention scaling are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load-model failure is not the same as a question about max_shard_size defaults." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import support and tokenizer-loading regression do not share the same root cause." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing CLIP attentions and a float16 AMP crash are different model paths." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions assignment and FlashAttention s_aux=None crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions missing is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for return_all_scores and Python 3.14 import failure are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness and multimodal model loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained limitations are not the same as Python 3.14 load failures." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A seed-related test flake is unrelated to a GraniteSpeech CI device override issue." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "No evidence these are the same bug; one is a test-seed flake, the other is an unspecified testing_utils issue." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate Qwen3.5 MoE problems." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Ignoring local_files_only and AddedToken special-arg duplication are different code paths." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache no_grad decoration and SGD argument handling are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky integration test does not match an auto_mappings reference to removed Sam3LiteText configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is a conservative duplicate call based on matching import-slowdown reports. The other pair rejections stay within the evidence available from titles and do not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "394fab7adf1ed8b88cf18e1f1523d264fd061305b008a6b163afd19014985781", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38565, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues, with a recurring theme of v5 upgrade regressions and import/loading failures. Despite surface similarity, the listed soft pairs generally point to different code paths, symbols, or features and should not be deduplicated.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after upgrading from 4.57.0 to 5.5.0, which best matches the cluster\u2019s dominant regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative of the cluster because it is the most general and most likely to subsume the other v5 import/load regression reports, even though the cluster is not truly a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "These describe unrelated problems: unintended network requests with `local_files_only=True` vs a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a post-upgrade data-filtering slowdown are different failure modes and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE loading concerns, but one is missing tensor-parallel plan metadata while the other is a `from_pretrained` regression; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang in Sentence Transformers is unrelated to confusing documentation for `input_ids` and `past_key_values`." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` and missing `deepstack_visual_indexes` are different model/config issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory is unrelated to reloading v4.57 checkpoints after a v5 upgrade." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A `no_grad` decoration issue on cache update is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting and tokenizer loading regression are different subsystems and bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade; not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update autograd handling and a `tie_word_embeddings` warning are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 MoE save_pretrained issues are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel integration with `model_init` is unrelated to a missing ReLU in the DSA indexer." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The network-request bug and the unrelated placeholder issue `racoon` do not match." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a GLM46V image processor AttributeError are different model-component bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE related, but one is about saving pretrained weights and the other about inference support; they are not the same issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are distinct from being unable to save Pipeline objects with `save_pretrained`." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking regressions are different defects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` and `racoon` are not the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update `no_grad` behavior and double optimizer steps under deepspeed are unrelated training/runtime bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are different model-specific failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from `huggingface_hub` is unrelated to the broken `transformers env` command." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure and v4.57-to-v5.2/v5.3 checkpoint reload failure are separate compatibility reports." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command and `PretrainedConfig` type-checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken `transformers env` output and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue `racoon` is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update autograd behavior and Python version compatibility are not the same problem." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about generation arguments is unrelated to an `ImportError` for `layer_type_validation`." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "An import failure from `configuration_utils` and a broken CLI command are different defects." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are both import errors but for different exported symbols and likely different fixes." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "The `transformers env` CLI bug and the missing `HybridCache` import are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the placeholder issue `racoon` are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no-grad semantics and generation kwargs after `sync_gpus` are distinct generation/runtime bugs." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and text-classification pipeline docs are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing `AutoImageProcessor` and errors running compiled Python files are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A missing RMS norm epsilon in MLA q_a_layernorm and a missing ReLU in the DSA indexer are unrelated implementation bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific `processor.save_pretrained(...)` file omission is not the same as the empty generic bug 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": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "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:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704" + ], + "prepared_review_unit_hash": "17c81ef194bd8f7ce9c261948ad761797a0cedf3c5fd284be42a3c6bce008c6e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41367, + "estimated_input_tokens": 10342, + "estimated_eval_tokens": 20940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one weakly related import/lazy-loading area. The 44246/44273 pair is not strong enough to treat as a duplicate from the packet alone, so I would not merge it confidently. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44273 is the best available issue anchor only because it is the newer open report in the closest-looking import/lazy-loading area, but the packet does not show that it clearly subsumes 44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best overall issue candidate for the cluster because it is open and closest in topic to the only near-related report, but the evidence remains limited to title-level similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-adjacent, but sys.modules access is a different concrete problem than lazy loading / import slowness." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend initialization is a different subsystem and failure mode from lazy loading/import behavior." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but the symptoms differ: 2D bbox hallucination/error versus an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 breakage, but the command regression and checkpoint reload incompatibility are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Shared Qwen3.5/MoE context is too broad; tensor-parallel plan missing is a distinct issue from the v5/model-loading report." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues and PretrainedConfig type checking are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance and chunked-prefill cache handling are different concrete problems." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The packet only supports rough topical similarity: one report is about import-time slowdown, the other about lazy-loading failure, so they are not clearly the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A sam3 model-type warning and a Liger Kernel/model_init issue are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support and Qwen3-VL bbox output are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and scheduler parameter bug do not share the same root cause." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access and a generic bug report are not duplicates." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are distinct import-related issues, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance work and a testing_utils bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance and cache-strategy typo are not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 MoE/VL bug reports with different symptoms and code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model initialization, but the underlying incompatibilities are different." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation and tied-weight key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docstring confusion and tokenizer loading regression are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-performance cleanup and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache strategy typo are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained behavior and tied-weight key crashes are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command regression and lazy-loading/import regression are too broad to treat as the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not a duplicate of a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import regression and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. In particular, the accepted soft edge between issue:44246 and issue:44273 is not well-grounded from the packet alone: one is an import-time slowdown report and the other is a lazy-loading failure, so calling them the same regression overstates the evidence. The canonical/best-issue language also goes beyond what is explicitly supported; the packet only shows title-level similarity, not that 44273 clearly subsumes 44246. The rest of the pairwise rejections look conservative, but this accepted duplicate needs to be downgraded or left uncertain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "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": "310d3c4ca47b4f0d33a9e48aeb466eacbd3dadcf9932ead815f8b0cbeab6b26a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755068, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 26, + "item_count": 26, + "soft_pair_count": 21, + "serialized_chars": 20884, + "estimated_input_tokens": 5221, + "estimated_eval_tokens": 10698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a real duplicate set. The soft links are mostly false positives across unrelated topics (tokenizer loading, config/import errors, training/runtime bugs, model-specific regressions). If an anchor is required, issue 31515 is the densest node by soft similarity, but it is not a good true canonical representative.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 31515 has the most soft connections, so it is the weakest cluster anchor if one must be chosen. However, the linked issues are semantically unrelated, so there is no strong canonical duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 31515 is the best available issue anchor only by graph density, not by topic match. The cluster is too heterogeneous to treat any issue as a genuine representative duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs: torch.split/indexing behavior versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and failure modes: MLA layernorm precision config versus Gemma-4 audio encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-threaded use is unrelated to a testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-difference behavior change and the other is a wrong decoder type in v5; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs propagation bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat template tool-call crash affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are separate config/path bugs." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in dataloader threads does not match the unrelated 'Unemployment' issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star model load performance issue is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to _get_tied_weight_keys crashing." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing layer_type_validation import are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU omission is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 model support and processor.save_pretrained missing files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job status reporting and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor parallel training bug are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and documentation confusion for input_ids/past_key_values are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are distinct model/version problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 inference support are separate feature requests/bugs." + } + ] + }, + "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": 16, + "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": "3eb6e65573ed8abf1d726015d9b5a59b8b65c2e1df9862a9c39d4fc06f59f595", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests that only share the \"Community contribution\" framing and broad architecture-support theme; one is for Flash Attention 2 support and the other is for GGUF support. They are not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: the items request different capabilities for different code paths and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. The similarity is only superficial." + } + ] + }, + "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": 16, + "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": "d6a19dbf927be540c9bb2137ab945f5220388a3f949af88b0b6ce629cab0ee70", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are i18n translation request issues, but the apparent similarity is mostly from a shared template. The Turkish request is concrete and distinct; the placeholder-language issues could easily be separate translation requests for different languages, so they should not be merged as duplicates without a shared target language or explicit linkage.", + "confidence": 0.94, + "canonical_issue_reason": "issue:27088 is the most specific and concrete item (Turkish translation request). The other issues are generic template-style placeholders and do not clearly point to the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best representative because it names an actual language and avoids collapsing potentially distinct localization requests into one bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request vs generic language-placeholder request; same template, but not the same underlying localization task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The only clear signal is the shared i18n template. No evidence they target the same language or same change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not match the generic placeholder issue; likely separate language requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like template-generated translation requests, but there is no concrete shared language target or explicit duplication evidence." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity comes from the issue template alone; that is not enough to conclude they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic template, but no indication they refer to the same language or 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": 5, + "component_count": 16, + "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:37015|issue:42503", + "issue:36879|issue:37015", + "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:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "c56eadc821564948d199992fdaf364f1d2cfbf4e3e27af60e276aab5bed73e94", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-request issues across different architectures and modalities; the similarities are mostly generic \"add model\" phrasing, not duplicate underlying changes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue here: the items request different models/features, so there is no single same-underlying bug or change to deduplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 42738 is the broadest umbrella-style request, but it still does not actually subsume the other model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert vs DEIMv2 are unrelated model requests; only the add-model wording overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS support are different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct architectures; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is vision detection; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR share no concrete code path or model change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated; generic request similarity only." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and feature areas." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer are separate model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a BERT-style text model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not one issue." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT target different model families and code paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 is not the same change as Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; no shared concrete bug/change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is specific; \"BERT-like models with RoPE\" is a broad class request, not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT/RoPE request vs Voxtral TTS support; different model families and modalities." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name but are different concrete support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; not mergeable as one PR-style change." + }, + { + "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": "TTS support and weight-sparse transformer are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-adjacent but still different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio is an audio model; SAM3-LiteText is a vision/text model request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer are not the same code-path problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + } + ] + }, + "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": 16, + "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": "fc9fc519a24d67dd09d0bbe99d1a74d8d6121a577417a7a47f7bf63739223af2", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "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 are not true duplicates; they span unrelated models, configs, tokenizers, and a typo report. The soft similarities are only lexical and do not indicate the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster is spurious, with each issue describing a different component and fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the closest to a generic correctness/metadata bug, but it still does not represent the rest of the set because the cluster is not a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different model/component and different problem: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss kwargs passthrough are unrelated bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a typo in quantization_operation." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different defect types: segmentation loss handling vs config type annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint issue and tokenizer regex warning are different concerns with no shared code path." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type hint bug in ModernBERTConfig is unrelated to a typo in a quantization attribute name." + } + ] + }, + "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": 16, + "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": "3dfe77f47d44e250c20e3939a01fb949fee337615a89845c4bf628741922bc76", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a block decoding setting, while the other requests DeepSeek v3.2 support. They describe different product areas and different underlying changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific and actionable request; it names a concrete model/version support target rather than a vague configuration feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs adding DeepSeek v3.2 support. They do not appear to be the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "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": "35149c218264b1d93d44ec458bfa95ac05559f03f6b8e119bfc858e120b0a95c", + "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 two issues are related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43598 is the more concrete and actionable report, centered on a specific Trainer behavior (`remove_unused_column`) and its customizability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it describes a clear, isolated code-path concern rather than a broader metric-estimation question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar theme, but not the same fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "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": "b06ee7efff7c346120fd1b10de1ef7f183e637b3a6b81a1a32a98fb6d2f23380", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Qwen model support, but they request different API coverage: one is broad registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the most central and general request in the cluster; 44405 is a narrower, separate capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different target classes and different model/config families. This is not the same underlying fix; one asks for AutoModel/AutoModelForConditionalGeneration registration, the other for sequence-classification support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "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": "0df0540002f721b6a6f57f03517cdb6e5014b8a251d2b09cfc977345f54508b2", + "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": "The three \"huggingface \" issues (43845, 43846, 43859) share the same title and soft-similarity signals, so 43845 is the best representative of that likely duplicate cluster. Issue 43835 has a different title and looks unrelated.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \"huggingface \" reports and is the cleanest representative of the likely duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 best captures the repeated \"huggingface \" reports because it is the earliest identical-title issue and sits in the densest similarity cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete overlap beyond generic soft similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared details in the packet indicating the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no evidence they describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title with strong soft-similarity signal; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title with matching soft-similarity signal; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial soft similarity; likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is somewhat grounded by the identical titles and the similarity signal, but several verdicts overstate the evidence. In particular, the packet does not expose report text, so claims like \"near-identical report text\" are unsupported, and 43845 vs 43859 are not closely timed (they are over 12 hours apart), so that rationale is too strong. The summary should stay more conservative: same title and soft similarity suggest possible duplicates, but not near-identical reports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "927811ed024c9470d04294a1f416603cef1eaed586e894b6d17f47195376b475", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-signal spam/generic posts rather than duplicate reports of the same bug or change. No soft pair has enough evidence to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spam-like and most descriptive title, but it still does not provide a concrete problem statement or a credible duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\", but there is no substantive description or shared bug/change evidence to show the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles alone are not enough; these look like separate spam submissions, not a duplicate bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; no shared concrete problem or target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and generic; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No overlap beyond both being low-quality submissions; no concrete duplicate signal." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Although both are titled \"\", there is no issue content showing a shared bug or change to deduplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated; nothing indicates the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The posts do not share a concrete technical subject or fix target, so they should not be merged." + } + ] + }, + "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": 16, + "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": "fc9f7d5d850ebecd55a19c6b5b61423152ea6851bb26b0e887088b2f7103db01", + "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": "These two closed issues appear to be near-identical duplicates: same title, nearly identical body size, and high text similarity with no distinguishing targets or filenames. Issue #45145 is the better canonical/best representative because it was created first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest of the two and has an inbound reference, so it is the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest overall issue representative due to being first and having slightly more linkage/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and effectively the same issue report; no evidence of distinct scope or implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body sizes, no filenames or explicit targets, and only soft similarity evidence. Choosing #45145 as canonical because it is earlier and has an inbound reference is reasonable and conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "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": 16, + "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": "1f231709a686ac24dac3823e9998e045048a1bfe5e43b23991a5d1d928c406e4", + "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": "The two issues both involve 4-bit inference, but they describe different failure modes: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits; these are separate bugs affecting different code paths and should remain distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Shared 4-bit inference context is too broad; the reported errors, triggers, and affected paths are different, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "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": "159d34b78be04b867c4aa4f5cbfbfe57aae489b5bed6df99b229c7fd4fd194f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated single-line entries with different personal names/dates and no shared technical content, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear canonical representative; both look like unrelated spam/personal-name posts rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no shared description, targets, or technical context; they do not appear to describe 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": 16, + "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": "0e500448b18bb8f7d4ab2926a4de09adcdecb895877a2426f3e6403ceaffb242", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not describe the same underlying bug or change; they look like unrelated placeholder/spam-style entries with different personal-name/date titles.", + "confidence": 0.95, + "canonical_issue_reason": "No good canonical issue: neither entry contains a technical problem description, and the titles are unrelated personal-name/date strings.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because there is no shared bug report or actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the only similarity is superficial title patterning; there is no shared problem statement, body, or issue linkage 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": "pull_request", + "component_index": 1, + "component_count": 26, + "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": "9bd5805ad242703e9d34a66f81a0c64f284cab62999c2d3c39cf1aa5533b75ac", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35201, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft edge is a true duplicate: two PRs make the same `fixed_cross_entropy` API change in the same file for the same issue. The rest touch different models, docs, or unrelated refactors/tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical PR: it directly targets issue #43240 and contains the fuller version of the same `fixed_cross_entropy` fix, including the kwargs passthrough cleanup and added support for `weight` and `label_smoothing`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, issue-linked implementation of the shared loss-function change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features in different areas: VideoPrism model addition vs an Executorch dynamic-shape export test. No shared code path or mergeable overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions vs adding a new MobileLLM model. Unrelated artifacts." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method fixes and executorch export tests are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness work vs adding MobileLLM. Broad ML subsystem similarity only, not the same bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs adding a new model. Completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model infrastructure, but one fixes loss computation and the other is a Mistral4 test/model cleanup PR. Not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage vs Mistral4 model/test fixes. No concrete overlap." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test vs new model introduction. Not duplicate work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code vs a Python version/config-resolution fix. Unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon refactor for output collection. Different model families and different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 test/model fix. Similar modernizing theme, but not the same concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/documentation PR. No shared implementation target." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes vs CLIP-like `layrnorm`/`layernorm` rename cleanup. Different subsystems and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test/model fixes vs docs for audio/video processors. Not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs config-resolution ordering fix. Unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model/test fixes vs a docs/skill PR for model creation. No duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs model-creation skill/docs. One is implementation, the other is tooling/documentation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New MobileLLM model vs docs for audio/video processors. Different scope and no shared bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs implement the same `fixed_cross_entropy` fix in the same file for issue #43240, adding support for extra `cross_entropy` kwargs (`weight`, `label_smoothing`) and adjusting the wrapper signature. They are the same underlying change and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate, PR 43251 vs PR 43254, is clearly supported by the shared issue target #43240 and identical `fixed_cross_entropy` edits in the same file. The other soft-edge rejections do not overclaim mergeability and appropriately treat the paired PRs as different models, docs, tests, or refactors rather than the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "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": "f8ec5f6a43f5cafd9b8587e128a989afc15fdfcce70e865a976a80cb8d81db12", + "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": "Both PRs are VibeVoice-related and overlap on core model files, but #42781 is specifically a draft for VibeVoice Realtime and adds acoustic-tokenizer/generation changes beyond the base implementation in #40546. They look related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the main non-draft VibeVoice implementation and has the broader, more established code integration and review history, making it the better representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the strongest standalone PR in the set: it is a full VibeVoice implementation rather than a narrower realtime follow-up, and it is the more mature change request.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: #42781 is a distinct VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. The overlap is on the same model family, but the concrete change sets are different and could reasonably land as separate PRs." + } + ] + }, + "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": 26, + "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": "13012018a2d9ea4d48729d3f7f0232b1b7bff6881b5e3754e71ef1ce1201417c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not fix the same code path or represent a duplicate change.", + "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:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different features, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They could 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": 26, + "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": 26, + "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": "263044698589ef5c04155560e4abeffccc858bd44ff024ce62b9a517bc934bfb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests add different models (DeepSeek OCR, Isaac, Kimi2-6). They share some registration/docs scaffolding, but they are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each item is a separate model integration with different model-specific files, tests, and documentation.", + "best_issue_reason": null, + "best_pr_reason": "No PR in this cluster is a better duplicate representative than the others; they are distinct additions, not alternate implementations of the same feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Overlap is limited to shared Hugging Face model-scaffolding files, not the same code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). Shared auto-registration/docs patterns are boilerplate for new models, not evidence of one underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "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": "756d7b53c085e40db8b10afb4cc14ec2b836aad041e09f56da16769ace3413ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-maintenance PRs with overlapping GitHub Actions version bumps, but they target different underlying upgrades and are not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer representative: it has an explicit Node 24 compatibility goal and updates the core workflow actions across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better standalone reference because its scope and intent are explicit, while PR 42976 is a separate dependency bump for build-related actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but they change different action families: 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and a different set of workflow actions. They are related maintenance work, not the same concrete bug or mergeable single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "cb1b0a79e21a33ce1b812fcfe0d4eee785c953759269b33a8c352befeddf8ebe", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates; they each add a different model integration (ViT NEPA, Molmo, Molmo2, CTSM). Their overlap is mostly shared Hugging Face boilerplate such as docs, auto-mappings, and registry updates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the four PRs target different model families and code paths, with only generic framework/docs overlap.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the most substantial and mature of the set, but it is still a distinct Molmo2 integration rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared edits are just generic docs/auto-registry boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different filenames and implementation paths; not mergeable as one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are separate model families; overlap is only framework registration/docs, so this is not a duplicate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model releases with different processing/model code; similar repo plumbing does not make them the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different models and code paths; shared auto/docs updates are too generic to treat as one fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model integrations; they cannot plausibly be merged into a single PR beyond shared registry/docs scaffolding." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "e56dc2e387f6082b95979f210705fe8c7da0a0fe94dadd3306f92d5ca1e86f17", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are pull requests, but they do not appear to be duplicates of the same change. PR 44815 is the substantive dequantization fix; PR 43291 is a Whisper tokenizer/test fix; PR 43665 is test-only and spans unrelated CLIP/ViT files. The soft similarity signals are too broad to justify merging any pair.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the clearest substantive code change with a coherent fix across loading, FP8 integration, quantizer logic, and model tests. The other PRs are either narrower or test-only and do not represent the main bug/change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative artifact because it fixes an actual runtime path (dequant/loading behavior) rather than just adjusting tests, and the touched files all align with one concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both include test files, but they target different models and different problems. 43291 changes Whisper tokenizer decoding logic; 43665 only inserts failing assertions in CLIP/ViT tests and does not share the same code-path bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "43291 is about Whisper decode/test behavior, while 44815 is about FP8 dequantization/loading. The overlap is only superficial test activity, not the same underlying fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is unrelated test-only work for CLIP/ViT, whereas 44815 is a real dequantization fix across loading and quantization code. They do not look mergeable into one PR for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "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": "4506ce3d5e99eabe47818331c165293a4a10d24910ea539bfe7bf885c76d4659", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a repo-bot/setup packaging tweak, the other is a CI/testing workflow change with unrelated workflow and utility edits. They only overlap on a shared test file, which is too weak to imply the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping: the PRs address different code paths and subsystems, so neither can stand in for the other as the same change.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must be chosen as the most representative, #43532 is the broader, more substantive change set, but it is still not a duplicate of #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: shared test-file overlap is incidental; #43488 changes setup/versioning and test dependency metadata, while #43532 changes CI workflows and testing utilities. They do not fix the same concrete bug or could not be merged as one PR without conflating unrelated work." + } + ] + }, + "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": 26, + "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": "439f15cd25e6cb4e2dbde9b61d14583db105256894aad22342574eb43298a21d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "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 closely related pipeline-addition PRs with shared docs/registry plumbing, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They are similar in shape, not the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a true duplicate/canonical fit. If forced to pick one, either would be misleading because the underlying pipelines, model integrations, and tests target different tasks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and task definitions; they share scaffolding and documentation updates, but not the same concrete code-path or mergeable 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": 11, + "component_count": 26, + "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": "18a4187348228b441e9c691af15e5596efc6d6f84f026927e3503fb42a2bb645", + "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 two pull requests are not duplicates: one changes gradient-accumulation loss scaling in Trainer, the other adds a hook for signature-column filtering. They share a file but address different code paths and problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 and 43663 modify different Trainer behaviors and should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster does not contain a single underlying change; if forced, 43651 is the more concrete bugfix, but it does not subsume 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Distinct changes in Trainer: 43651 adjusts loss scaling for gradient accumulation, while 43663 adds a signature-column helper for column filtering. Same file is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "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": "4ad4a8a5acf27114184bd52b6bb5e66800834ae24d08b5e4c6be65cf449c287e", + "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": "The three PRs all touch `src/transformers/cli/serve.py` and relate to `TypeAdapter`, but they do not form a confidently duplicate cluster. 43842 is the most precise fix for the pydantic-absent `TypeAdapter` NameError. 43836 is broader annotation cleanup with only loose similarity, and 43656 is a separate typing/refactor-style change rather than the same concrete bugfix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the strongest standalone representative: it directly addresses the `TypeAdapter` NameError with a minimal, explicit `TYPE_CHECKING` import/annotation fix.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best PR to keep as the representative fix because it is the narrowest and most concrete resolution of the runtime `TypeAdapter` import problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share `serve.py` and `TypeAdapter` context, but 43656 looks like broader typing cleanup rather than the same concrete pydantic-import bug fixed by 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "The evidence is only shared file/soft similarity plus the common tracking issue; 43836\u2019s diff is broader annotation cleanup and does not clearly match the same minimal `TypeAdapter` import fix as 43842." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the 43836\u219443842 soft-edge accept is too strong for the packet. The evidence for that pair is only shared file/soft similarity (with no shared target in the pair evidence), and 43836\u2019s diff preview looks like a broader annotation cleanup rather than a clearly same concrete TypeAdapter import fix. That makes the claim that they are the same bugfix and mergeable as a single PR insufficiently conservative. The 43656\u219443842 rejection is fine, but the overall cluster should be rejected because one soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request: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:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "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:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "b3cdb103b2d33707fba8385a9c9a78b918a11099548b504f5b61e834f87c34ed", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-by-model refactors for a shared output-tracing/capture_outputs initiative. Only a few pairs are true near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J); most others are separate model migrations and should stay distinct.", + "confidence": 0.78, + "canonical_issue_reason": "No issue artifact is included in the cluster; the shared tracker appears to be issue #43979 referenced by many PRs.", + "canonical_pr_reason": "PR #44066 is the strongest representative: it directly implements the standardized output-tracing refactor, has an explicit issue link, and covers the core GPT-J/CodeGen path that recurs in later duplicate-looking PRs.", + "best_issue_reason": "No issue node is present here; #43979 is the common tracking issue but cannot be selected as a cluster item.", + "best_pr_reason": "PR #44066 is the best overall representative because it is issue-linked, broad within the GPT-J/CodeGen path, and sits at the center of the few true duplicate overlaps in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models/files (CVT/FNet vs GPT-J); only the shared tracking issue overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same initiative theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor GPT-J output tracing in the same file; 44066 simply bundles an extra CodeGen file." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are tracing refactors, but they touch different architectures and concrete code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; no shared concrete bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR is not the same code-path change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Shared issue target only; GPT-J/CodeGen and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct refactors despite the same initiative." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are not the same bug or refactor." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model migrations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa V2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J/CodeGen output-tracing refactor with the same files involved." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both modify GPT-J output tracing in the same file; 44722 is a broader superset." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and ViTS are unrelated model changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: there is no issue node, #43979 is the common tracker, and the representative PR choice is supported by the diff overlap. The soft-edge verdicts are appropriately conservative overall, with the accepted pairs limited to clear same-file/same-model near-duplicates and the rejected pairs mostly separating unrelated model implementations." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "fe8abff9dd5023adaa51ed1078c5c92d7cab95175128a1376c362082c1699b59", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific PRs for the same broad refactor pattern (migrating to standardized output tracing/capture helpers), but they change different model implementations and are not duplicates of one another.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it directly introduces the new output-capture helpers and `_can_record_outputs` wiring in a single model, with a focused, self-contained refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster representative because its diff is explicit about the standardized tracing migration and shows the intended pattern most clearly; however, it is still only one model-specific instance, not a mergeable superset of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are similar refactors, but they target different models (VisualBert vs TextNet) and different code paths. They are not the same underlying bug/change and would not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate model migrations (MPNet vs VisualBert). The shared helper usage is thematic, but the actual implementation targets and fixes are distinct." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different model code paths. Similar mechanism, not duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a migration pattern but do not fix the same concrete bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both involve output-capture refactoring, but SqueezeBert and SpeechT5 are different model paths with different semantics and scopes. Not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "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": "3e8c075b4c2d7bcdf6fed692098ce1b837438135ed151c14c1cf0a1d070b5a7b", + "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": "This cluster is a set of similarly themed but independent PRs that refactor output tracing across different model implementations. They share wording and helper usage patterns, but they touch different files and concrete forward/code paths, so none of the soft links look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR targets a different model/file and refactors a distinct forward or output-tracing path, so they are not mergeable as one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduping: the PRs are model-specific and independent, so none clearly subsumes the others as the canonical fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; shared refactor language does not indicate the same code-path change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and implementations; not the same underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same broad output-tracing theme, but separate model code paths and files." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; too broad to be one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and source files; not plausibly one merged fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated code paths; only the refactor motif matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model subsystems and forward signatures; not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate depth-estimation and classification/video code paths; no duplicate evidence beyond wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder vs MobileNetV1 implementations; not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and files; no shared underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; same refactor wording is too generic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families and implementations; not mergeable into one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and outputs; no concrete duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths despite similar refactor structure." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model architectures; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different files, different model behavior; only the meta-task matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations; not a duplicate PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; too broad to merge as one change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba and SuperPoint are different systems; shared refactor theme is insufficient." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and Falcon/Mamba touch different model internals and output behavior." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone vs CodeGen are unrelated model code paths; not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different models; no common concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files; not one underlying bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder and depth models; no duplicate code-path issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are distinct models; only the refactor label is shared." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model architectures and outputs; not a single PR-worthy duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision/speech encoder-decoder wrapper and RWKV are different code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and concrete output changes; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision encoder-decoder and SuperPoint do not share the same underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and forward paths; too broad to merge together." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are different concrete changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; not a duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths and outputs; no shared underlying fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; not one mergeable 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": 26, + "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-44646-2", + "nodes": [ + "pull_request:44646", + "pull_request:45824" + ], + "soft_pairs": [ + "pull_request:44646|pull_request:45824" + ], + "prepared_review_unit_hash": "f164e684a60cabba0d1d321807c6da47df1accb9b13e9b7dc872d49c711c8628", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are near-identical typo-fix changes for `seperate` -> `separate`. PR 45824 is the broader superset and includes the overlapping file edits from PR 44646, so it is the better representative of the cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45824 is the best canonical PR because it applies the same typo correction across a wider set of files, including the overlap with PR 44646, making it the more complete representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45824 is the strongest standalone representative: it contains the shared typo fix plus additional matching comment cleanups across related model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44646", + "right": "pull_request:45824", + "accept": true, + "reason": "Both PRs make the same underlying typo correction, and 45824 explicitly includes the overlapping edits from 44646 while extending them to more files." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs are the same typo-fix (`seperate` -> `separate`), and PR 45824 clearly covers the overlapping files from PR 44646 while expanding to additional related model files. The soft-pair acceptance is conservative enough, and the pair looks mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "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": "e02d0bf95a11e3c33607791721e9e72ad06f43f998194102648abee2fd9c6b86", + "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": "The three PRs are separate model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share template-level Transformers boilerplate but not the same underlying change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR exists here; the PRs target different models and codepaths. If a single representative is needed, PR #45075 is the clearest standalone candidate because it has an explicit issue link and a tightly scoped model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the strongest representative of the cluster because it is a complete model add with an explicit issue target and focused scope, though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and change goals: PenguinVL implementation vs Voxtral TTS support. They only overlap on shared Transformers boilerplate, not the same bug or feature." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model integrations with different configs, processors, and modeling code. Shared auto-registration files are expected and do not indicate the same change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions for different modalities and codepaths. The overlap is generic model-registry/docs plumbing, not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "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": "3110ced3a9abf80434c108bdeb10076a1909142b8973993e50019e175b68da10", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in the broad area of module/kernel fusion, but they implement different layers of the stack: #44979 introduces a generic Module Fusion API scaffold, while #45363 wires n-to-1 kernel fusion through KernelConfig and model integration points. They do not look like the same concrete change and should not be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more complete, user-facing implementation: it touches modeling_utils/kernel_config/integrations and demonstrates actual kernel-based fusion behavior. #44979 is a lower-level API foundation, not the same patch.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative PR because it implements the practical end-to-end fusion path; #44979 is a separate foundational API PR rather than a duplicate change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but different scope and code paths: #44979 adds a new module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion wiring and example usage. They could coexist and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "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": "42984d5045851c308c84926db1947ce1d4f6fc9ef4844fe6246b045ea4cd1ac9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; one is a near-duplicate of the other, with 45317 adding tests and a fuller patch.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same code change as 45086 but also includes a test update, making it the more complete representative of the fix.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate overall: it targets the same concrete bug, has the same implementation change, and adds tests to validate the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is effectively a superset of 45086 with added tests, so these can 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": 20, + "component_count": 26, + "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": "cbb033a681c216b7034661734d76f064c18f0a51c38c0b294b6520b0de372591", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share the NemotronH area, but they address different changes: one is a narrower refactor/conversion-mapping update, while the other introduces the NemotronH Dense/Sparse split plus docs/tests. They are related but not duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete, user-facing NemotronH architecture update: it adds the Dense/Sparse model split, docs, auto-mappings, and tests. PR #45115 is a narrower refactor focused on inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger functional change and appears closer to a mergeable end-state. PR #45115 is a partial supporting refactor and is draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH files, but the concrete changes differ: #45115 is a refactor/conversion-mapping inheritance update, while #45569 implements the Dense/Sparse model split with docs and tests. They do not look like the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "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": "a67be7cf10ac517607ede5bdf664e8b27557dc9337f789830ecdcf1136c41865", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related but not duplicates: one introduces heterogeneous per-layer config plumbing, while the other adds the broader heterogeneous model/caching/masking support that builds on it.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change and appears to subsume the new config machinery while also adding the actual model-side support; PR 45333 is supporting infrastructure only.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best anchor for the cluster because it is the most complete user-facing implementation of heterogeneous-model support and already incorporates the config work it depends on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: 45333 adds per-layer configuration support, while 45332 adds heterogeneous modeling/cache integration that uses that infrastructure. They would not be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "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": "72387263bc828242b9d1d1bae89f0255d4afa0f7a09121ee8c06407f7b0d42dd", + "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 PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds focused typing helpers/protocols and targeted fixes in a few core modules. They overlap in files touched by typing cleanup, but not in a single concrete bug or mergeable code-path fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, concrete typing change set, centered on adding missing typing abstractions and small targeted code adjustments rather than a large cross-repo type-checking pass.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the best representative of the cluster because it is narrower and more specific; #45415 is a much broader type-checking sweep that is less suitable as a single canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough here: #45415 is a broad mass type-checking/config cleanup across many modules, while #45425 adds specific typing protocols and targeted fixes. They do not appear to fix 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": 23, + "component_count": 26, + "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": "b0564ccfa3fcf8eda42529a218dbe62aa030206661bebad289b23e22044710a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4504, + "estimated_input_tokens": 1126, + "estimated_eval_tokens": 2508 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4504, + "estimated_input_tokens": 1126, + "estimated_eval_tokens": 2508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern expert parallelism, but they fix different loading bugs: PR #45548 preserves distributed_config/has_ep so EP + ZeRO-3 loading works through accelerate launch, while PR #45662 prevents expert tensors from being overwritten by rank-0 broadcast in the FSDP2 loading path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete loading bug in the param assignment path and has a broader, more direct fix for expert tensor handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP area, but not the same underlying bug or change. #45548 fixes serialization/state needed for EP + ZeRO-3 loading via accelerate launch; #45662 fixes a separate FSDP2 path where experts get overwritten unless parameters are post-shard wrapped. Different failure modes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "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": "fbc5a7445ea240576d20e44d15dd0447f46d4c41ad49d94a4d506fb51f8cbaa5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision, with 45639 being a narrower subset of the broader fix in 45645.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete fix for the captured_info xdist collision, covering both the worker-safe file generation and the CI/workflow handling needed to consume multiple outputs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the underlying change because it directly fixes the collision and also preserves CI debug log collection across xdist workers; 45639 is a smaller subset of that same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions in captured_info artifacts/debug logging. 45639 changes the output-file creation, and 45645 extends the same fix with workflow/collection updates, so they are mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "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": 26, + "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 + } + ] +} diff --git a/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/manifest.json b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1aadf2ffda05041900dd9be4e6a29c91ea22f3f5 --- /dev/null +++ b/snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260508t000035z", + "artifacts": { + "hybrid": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-08T00:10:11Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260508T000035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260508T000035Z/manifest.json b/snapshots/20260508T000035Z/manifest.json index b12b0e4d839eab695c16964c53088a3e46dee032..ef7bd23d0cc0cb37a8a521c3e772ad78d276a348 100644 --- a/snapshots/20260508T000035Z/manifest.json +++ b/snapshots/20260508T000035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 542 }, "extracted_at": "2026-05-08T00:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260508t000035z", + "runs": { + "hybrid-model-20260508t000035z": { + "analysis_id": "hybrid-model-20260508t000035z", + "artifacts": { + "hybrid": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260508T000035Z/analysis-runs/hybrid-model-20260508t000035z/manifest.json", + "model": null, + "published_at": "2026-05-08T00:10:11Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260508T000035Z", "watermark": {