diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7e28c33b5b13dd1a9ecde8ea2b685360d796b07b..1597eec45bb6a537d57d21c28720685a73e94de4 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": "20260520T120132Z", - "generated_at": "2026-05-20T12:09:56Z", + "snapshot_id": "20260520T180026Z", + "generated_at": "2026-05-20T18:12:54Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1754,6 +1754,281 @@ ] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -1811,6 +2086,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3595b3b387dc200e8117a6aa66fa996d5cc3ecd7..ae08bed054dfe0c6a3b31c212b4f66a439c2c131 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": "20260520T120132Z", - "generated_at": "2026-05-20T12:09:56Z", + "snapshot_id": "20260520T180026Z", + "generated_at": "2026-05-20T18:12:54Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:24643", "issue:30277", @@ -135,20 +135,20 @@ "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "de943234667c776ba187f80b6ec4683cc8c87f10bc1660e68809d4084b5458a4", + "prepared_review_unit_hash": "32132da72966be6cd30490469eafe75975df71ef391851e2ff66ae131c29f137", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47567, + "serialized_chars": 47568, "estimated_input_tokens": 11892, "estimated_eval_tokens": 24040 }, @@ -157,402 +157,366 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most soft-similarity links connect unrelated model/runtime/doc issues. The clear duplicate subgroups are the AutoTokenizer token-ID regression reports and the ZeRO-3 Bert out-of-bounds reports; most other pairs should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the only clearly duplicated subgroup here: it covers the AutoTokenizer wrong-token-ID regression across multiple models, not just one model family.", + "summary": "Mostly a heterogeneous cluster of Transformers issues: docs cleanup, tokenizer regressions, DeepSpeed/ZeRO-3 crashes, device-mapping/offload problems, and model-specific runtime errors. Only a couple of pairs look like true duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45920 is the best canonical among the duplicate-like subcluster because it generalizes the AutoTokenizer wrong-token-ID regression across multiple models, subsuming the narrower Granite-only report in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best issue to keep as the umbrella report: open, clearly phrased, and broad enough to subsume the narrower Granite-only regression report.", + "best_issue_reason": "If forced to pick one representative, 45920 is the strongest issue because it is the broadest and most actionable formulation of the tokenizer regression; the rest of the cluster is too heterogeneous to have a single good canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference failure. No same code path." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and hardware paths: GPT-OSS on AMD GPUs vs an MPS histogram op error in MoE code." + "reason": "Both touch MoE/GPU behavior, but one is AMD GPU support and the other is an MPS histogram backend limitation; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bugs: Mistral-3 dtype mismatch vs GPT-OSS/AMD GPU support." + "reason": "Different model classes and symptoms: Mistral dtype mismatch in preprocessing vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-related at a high level, but they are distinct models and distinct failure modes." + "reason": "Autocast dtype mismatch is unrelated to the AMD GPU runtime failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different invalid method/device issues; not the same bug." + "reason": "One is AMD GPU compatibility; the other is a GraniteMoEHybrid invalid-method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Separate model/runtime failures with no clear shared code-path." + "reason": "Qwen-3-8B-NVFP4 runtime error is not the same problem as GPT-OSS on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure vs Qwen3Moe FP8 loading failure; unrelated." + "reason": "Both are model-specific failures, but ONNX export and FineGrainedFP8 are different code paths and bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto device mapping are different problems." + "reason": "ModernBERT ONNX export and Qwen3 auto device-map cudaErrorAssert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs/examples; not the same underlying issue." + "reason": "Table-question-answering crash and outdated RAG docs are not the same issue." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are v5 docs cleanups, but they concern different removed items and different documentation locations." + "accept": true, + "reason": "Both are v5 docs cleanup items about removed/obsolete commands and tasks." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "ONNX export error and GenerationMixin import error are different regressions." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch vs Gemma4 device_map forward device mismatch; different failures." + "reason": "Both mention shape/device problems, but one is mask indexing and the other is device_map auto forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing errors, but one is ZeRO-3 Bert out-of-bounds and the other is a mask-shape mismatch; not clearly one bug." + "reason": "Both are IndexError/shape-style reports, but the concrete failure modes and model contexts differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad symptom class, but different models and failure details; too weak to treat as duplicates." + "reason": "Same broad symptom class, but not enough evidence they share one underlying bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape index error vs GPT-OSS MoE tensor-parallel issue are unrelated." + "reason": "Mask-shape IndexError and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different model/trainer failures with no shared concrete bug." + "reason": "Mask indexing error and Qwen3.5 embedding unpacking failure are different code paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is an index-out-of-bounds during ZeRO-3 init." + "reason": "DeepSpeed collective mismatch and Bert zero3 IndexError are different problems." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 Bert out-of-bounds failure with nearly identical title and context; clearly the same underlying bug." + "reason": "Both report the same DeepSpeed ZeRO-3 index-0-out-of-bounds failure on Bert variants." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP-only failure do not match." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization regression and LoRA merge/save mismatch are unrelated." + "reason": "Different models and failure types: detokenization regression vs LoRA merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA reload mismatch are distinct bugs." + "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape/mismatch errors, but one is FSDP checkpointing and the other is a mask/indexing bug." + "reason": "FSDP activation-checkpointing recompute mismatch and mask-shape IndexError are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training errors, but one is a 2-D weight error and the other is a collective mismatch; not the same defect." + "reason": "DeepSpeed training weight-dimension error and collective mismatch are distinct failures." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty materialization." + "reason": "Same model module, but one is CPU-offload incompatibility and the other is meta-to-empty initialization; not enough to treat as the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error vs GPT-OSS MoE tensor-parallel issue are unrelated." + "reason": "Bert ZeRO-3 init IndexError and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to a CustomTrainer signature change." + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer signature change are separate issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different domains: ZeRO-3 Bert init error vs GPT-OSS TP failure." + "reason": "ZeRO-3 Bert init failure and GPT-OSS TP-only issue are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are separate failures." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3/vLLM sliding-window attribute error and Mistral tokenizer regex patch crash are different failures." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch during forward vs expensive reverse embedding lookup are different issues." + "reason": "Device-map mismatch and expensive reverse embedding lookup are not the same bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 compatibility issue and Qwen-3-8B-NVFP4 runtime error are not the same bug." + "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different issues." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL SFT trainer is unrelated to GPT-OSS TP support." + "reason": "Qwen3.5 input-embedding unpacking and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 out-of-bounds style errors, but they hit different models and usage paths; not clearly one underlying bug." + "reason": "Both are ZeRO-3 IndexError reports, but different models and contexts; not enough to merge as one bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they reference different removed features and likely different pages." + "reason": "Docs about removed pipeline tasks and docs about removed run command are separate documentation cleanups." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross_entropy routing and video embedding StopIteration are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Tokenizer detokenization regression vs outdated RAG examples are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella report across multiple model families." - }, - { - "left": "issue:44863", - "right": "issue:46015", - "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG docs." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading implementation bug are different issues." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs/examples cleanup." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Unable to load GLM-4.7-Flash in tests vs corrupted Ovis2 checkpoint are different model-specific problems." - }, - { - "left": "issue:43425", - "right": "issue:43866", - "accept": false, - "reason": "Torch version incompatibility and checkpoint corruption are unrelated." + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram Int error are different runtime issues." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram op failure are unrelated." + "reason": "Video loading StopIteration and MPS histogram backend failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different MoE/dtype failures with no shared code path." + "reason": "Liger cross-entropy routing and autocast dtype mismatch are different code paths." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD inference issue and outdated RAG docs/examples are unrelated." + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue and mask-shape indexing error are unrelated." + "reason": "Liger Kernel cross-entropy and mask-shape IndexError do not share a concrete bug." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 index-out-of-bounds reports, but the model contexts differ enough that this is not clearly one duplicate bug." + "reason": "Same broad ZeRO-3 theme, but different model families and failure contexts." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs mention is unrelated to the removed run command docs issue." + "reason": "TextClassificationPipeline docs and removed run command docs are separate cleanup items." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Qwen3 auto device mapping cuda assert are different issues." + "reason": "Different model/runtime regressions: vLLM Gemma3 config attribute vs Qwen3 auto device-map assert." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD failure and table QA crash are unrelated." + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." + "reason": "Voxtral processor failure and Gemma4 device_map forward mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated docs are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer token-ID regression across models; the broader issue should absorb the Granite-specific report." + "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader report across multiple model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs/examples are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model-loading implementation bug are different failure modes." + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and docs cleanup are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different root causes; not the same issue." + "reason": "Unit-test model loading problem and corrupted checkpoint are not the same underlying bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index/mask-style runtime errors, but one is a mask-length mismatch and the other is a ZeRO-3 index-out-of-bounds bug." + "reason": "Both are IndexError-style reports, but the specific mismatch-of-mask error and ZeRO-3 empty-index error are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate links are well supported by the titles/context: the ZeRO-3 Bert out-of-bounds pair and the AutoTokenizer wrong-token-ID regression pair. The rest of the soft-edge rejections are appropriately cautious and do not overclaim shared root cause." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted pairs are plausible duplicates: 45812/45920 for the tokenizer regression, 43596/43638 for the ZeRO-3 Bert index-out-of-bounds failure, and 44509/44512 for related v5 docs cleanup. The rejected pairs generally avoid overstating evidence and the overall characterization of a heterogeneous cluster is supported." }, "evaluator_used": true, "retried": false, @@ -568,12 +532,13 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36010", + "issue:39186", "issue:39290", "issue:40990", "issue:41093", @@ -654,7 +619,7 @@ "issue:45542|issue:45800", "issue:45759|issue:45902", "issue:43716|issue:44918", - "issue:44918|issue:45685", + "issue:39186|issue:44918", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", @@ -662,278 +627,275 @@ "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "01f4ef70e52ca3593d15cba457d49bbe9d22c6b24bdb4f84a98cbc4f10a4d90c", + "prepared_review_unit_hash": "fb97ca536c5cf4244ea05c653fe74928d253037196ec479ee4a55e95bff07f02", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38525, - "estimated_input_tokens": 9632, - "estimated_eval_tokens": 19520 + "serialized_chars": 39059, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of Transformers/vLLM regression reports with a couple of near-duplicate subthreads; no PRs are present. The broadest issue here is the recent PretrainedConfig/pydantic regression, though most pairs are not true duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 45070 is the broadest, most reusable regression report in the set: a core v5.4.0 PretrainedConfig breakage. It best serves as a canonical anchor for this mixed version-regression cluster.", + "summary": "The cluster is heterogeneous: the items span unrelated model bugs, config regressions, backend incompatibilities, and loading/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue emerges; the set is a grab-bag of distinct transformers/model/runtime failures rather than duplicates of one bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45070 has the clearest scope, strongest generality, and highest chance of covering adjacent version-breakage reports better than the narrower model-specific bugs.", + "best_issue_reason": "No single issue is a strong representative for the cluster because the topics diverge across models, tasks, and backends.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related failures, but they hit different models and different failure modes; not the same concrete bug." + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Completely different models and error paths; no shared underlying change." + "reason": "Whisper-large-v2 runtime failure and table-question-answering crashes are unrelated tasks/models with no shared code path." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a pydantic/config regression are distinct problems." + "reason": "Torch 2.10 incompatibility and a PretrainedConfig pydantic break are different version-regression classes, not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 index error versus torch/transformers version incompatibility." + "reason": "A DeepSpeed ZeRO-3/BertModel indexing error is unrelated to a torch/transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different task/model bugs with no shared code path." + "reason": "Incorrect detokenization in v5 and a table QA crash are different problem areas and code paths." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "No overlap beyond being Transformers bugs; the concrete failures are unrelated." + "reason": "Whisper loading/runtime failure does not match a config-field/pydantic regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to merge." + "reason": "Both involve Qwen3.5 and chat APIs, but one is a model crash and the other is a streaming inference API failure; not enough evidence of the same defect." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model-loading error versus task crash; not the same bug." + "reason": "Qwen-3 NVFP4 loading fails for a different reason than table-question-answering task crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are distinct model-specific regressions." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Different models and distinct failures; tied-weights bug versus corrupted checkpoint." + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS histogram integer error." + "reason": "A streaming chat/completions failure and an MPS histogram kernel limitation are different backends and bugs." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS integer histogram failure are different code paths." + "reason": "Grouped_mm tracing errors in Mixtral and an MPS Int histogram limitation do not share the same code path." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are runtime dtype/tracing-style issues, but they affect different models and ops; not clearly one bug." + "reason": "Both are dtype/precision-adjacent, but one is torch dynamo tracing on Mixtral and the other is autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading and template compilation failures are different mechanisms." + "reason": "A Voxtral processor failure and a template-node compilation TypeError are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and a Gemma3 sliding-window attribute error are unrelated." + "reason": "An ImportError for GenerationMixin and a Gemma3 sliding_window_pattern error are separate API regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility and device mismatch are different regressions." + "reason": "Torch/transformers version incompatibility and Gemma4 device_map mismatch are not the same issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they occur in different contexts and likely different buggy code paths." + "reason": "Both are indexing/shape errors, but one is a mask-length mismatch and the other is a zero-sized tensor during Gemma3/ZeRO-3 loading." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different features and failure modes." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and PretrainedConfig pydantic breakage are separate config regressions." + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig field break are both config-related but clearly distinct regressions." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing and GPT-OSS TP-only behavior are different issues." + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different MoE/parallelism issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model behavior are unrelated." + "reason": "Int4 OOM from increased CUDA reserved memory is unrelated to tied-weights behavior in translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and different symptoms; dtype mismatch under autocast is not the same as streaming inference failure." + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming inference failure are different models and runtime paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected init_empty_weights argument and pydantic field breakage are separate API regressions." + "reason": "Unexpected _is_hf_initialized during init_empty_weights and a pydantic field regression are distinct v5 breakages." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming chat failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers incompatibility are not the same concrete defect." + "reason": "Remote_code model loading breakage and torch/transformers version incompatibility are different compatibility problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window Qwen3-MoE failure and PretrainedConfig pydantic regression are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field issue are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing and Float8 storage lookup failure are unrelated." + "reason": "Grouped_mm tracing errors and missing Float8 storage are separate low-level runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but one is a mask shape mismatch and the other is a zero-size loading error; different fixes." + "reason": "Mask-shape mismatch and zero-sized tensor indexing are both indexing errors, but they arise from different models and contexts." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both describe SigLIP2 producing incorrect or nonsensical text embeddings/outputs for the same model family, so they likely share the same underlying implementation bug." + "accept": false, + "reason": "SigLIP2 text-embedding quality regression and nonsensical AutoModel/pipeline outputs are related only by model family, not the same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3.5-related configs, but one is from_config unwrapping and the other is embedding materialization; not the same bug." + "reason": "Composite-config unwrapping and uninitialized inv_freq after to_empty(cuda) are separate Qwen3.5 issues with different mechanisms." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and SFT embedding unpacking failure are different model/training paths." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 SFT embedding unpacking are different model/trainer failures." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "No meaningful overlap beyond being runtime failures." + "reason": "FSDP weight dimensionality error and TRL embedding unpacking failure are unrelated training-time bugs." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both report wrong custom/local module resolution when loading models, consistent with the same cache/path selection bug." + "accept": false, + "reason": "Both concern custom-module loading, but one is a trust_remote_code cache-path collision and the other is loading the wrong module after save/load; not the same defect." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied weights in Mistral3 and tied-weights translation-model regressions are different model-specific bugs." + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are different model families and code paths." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression and GLM5 issue are unrelated model-specific reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are different subsystems." + "reason": "PagedAttentionCache linear_attention failure and translation-model tied weights are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure and flash-attn fallback blocking are unrelated." + "reason": "Qwen3 MoE FineGrainedFP8 failure and flash-attn2 fallback checks are different issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet overall: the summary is appropriately cautious, the broad canonical choice of issue:45070 is supported by the titles, and the two accepted soft-edge pairs look plausibly duplicate-level from the available evidence. No PR-pair mergeability concerns apply here because there are no PRs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -948,11 +910,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36331", "issue:38175", - "issue:39186", "issue:39692", "issue:41553", "issue:41628", @@ -989,8 +950,8 @@ "issue:44928", "issue:45005", "issue:45020", + "issue:45237", "issue:45507", - "issue:45520", "issue:45663", "issue:45685", "issue:45701", @@ -1001,7 +962,6 @@ ], "soft_pairs": [ "issue:44360|issue:44512", - "issue:39186|issue:44918", "issue:43873|issue:45005", "issue:44863|issue:45005", "issue:44492|issue:44512", @@ -1027,253 +987,257 @@ "issue:44403|issue:44451", "issue:43054|issue:43493", "issue:43643|issue:45020", - "issue:43975|issue:45520", + "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:43881|issue:43883", - "issue:43824|issue:43872" + "issue:43824|issue:43872", + "issue:45020|issue:45823" ], - "prepared_review_unit_hash": "2c53fb31ab352fd5406e8fb26dc1c10745e22839f880366414e9ecd6d80c0399", + "prepared_review_unit_hash": "7d45d596643b2100663b405a7c5d9d4d8f7986496b00654164d603f06edb9ceb", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37546, - "estimated_input_tokens": 9387, - "estimated_eval_tokens": 19030 + "serialized_chars": 36973, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformers bug reports, with one clear duplicate subcluster around non-persistent buffer corruption in v5. Most soft pairs are only loosely related by subsystem or version, not the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the strongest representative of the recurring v5 regression about non-persistent buffers being corrupted; it is the clearest, most general statement of that bug and subsumes the closer follow-ups (43643/44534).", + "summary": "This set is mostly a grab bag of distinct Transformers issues. The only strong duplicate-like matches are the non-persistent-buffer regression reports, and possibly the SigLIP2 discrepancy reports; most other soft pairs are clearly different bugs, models, or failure modes.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest, broadest report of the non-persistent-buffer regression and best captures the underlying bug family represented by the strongest duplicate-like edges.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 has the broadest impact and best captures the repeated buffer-corruption regression theme seen in the cluster, making it the most suitable anchor issue.", + "best_issue_reason": "issue:43950 has the most actionable description and broadest impact among the likely duplicates; it reads like the best canonical reference for the buffer-corruption regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "One is a DSA/ReLU discussion; the other is a docs note about a removed run command. Same docs area, not the same bug." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP weight-shape runtime error vs. Qwen3.5 embedding unpacking with TRL; different failing code paths." + "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed run command." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior vs. tied-weights issues in translation models; related theme, but not the same defect." + "reason": "Different problems: quantization/offloading behavior vs tied-weights handling in translation models." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is model-specific and not the same as tied-weights handling in v5." + "reason": "NemotronH checkpoint loading failure is not the same issue as tied-weights regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a documentation note about a removed command are unrelated." + "reason": "A typo in cache strategy docs is unrelated to the removed run-command documentation issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both involve model/runtime behavior, but one is detokenization and the other is an NVFP4 execution error; not the same bug." + "reason": "Different concrete bugs: detokenization regression vs Qwen-3-8B-NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method call are different concrete failures." + "reason": "No shared underlying bug; one is Qwen NVFP4 runtime failure, the other is a GraniteMoEHybrid method error." }, { "left": "issue:43950", "right": "issue:44534", - "accept": false, - "reason": "These are very close, but the wording suggests separate reports of the same regression rather than a clearly shared issue/PR target from the available data." + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5, just with different phrasing and scope." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors vs. text embedding quality regression; both about SigLIP2, but different problems." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Both touch v5 configuration/buffer handling, but 43643 is remote-code config field loss while 43950 is buffer corruption." + "reason": "Missing fields from trust_remote_code config loading is a different bug from non-persistent-buffer corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 position-id/SDPA issues." + "reason": "Separate Qwen/Phi runtime failures: autocast dtype mismatch vs Flash Attention crash from 3D position_ids." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss signature error and Gemma3 ZeRO-3 loading failure are unrelated." + "reason": "Trainer API signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Importing AutoImageProcessor and torch/transformers version incompatibility are different issues." + "reason": "Import exposure of AutoImageProcessor is unrelated to the torch/transformers version incompatibility." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs. generic loading noise; not the same root cause." + "reason": "Corrupted checkpoint vs generic loading noise are not the same bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both concern buffer/materialization state, but 45902 is Qwen3_5MoeTextRotaryEmbedding after to_empty(cuda), while 43950 is a broader v5 buffer corruption regression." + "accept": true, + "reason": "Both point to non-persistent buffer materialization/loading going wrong; 45902 looks like a specific manifestation of the same regression family." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes constructor-arg incompatibility and missing Float8 storage are separate backend errors." + "reason": "bitsandbytes API incompatibility is unrelated to the Float8 storage error." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings for SigLIP2 are different symptoms with different likely causes." + "reason": "Both involve SigLIP2, but the reported failures are different enough to treat as separate issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and Molmo tied-weights attribute error are unrelated." + "reason": "Bad tokenizer error for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 text embedding quality and generic tokenization changes are not the same bug." + "reason": "SigLIP2 embedding quality regression is unrelated to a tokenization behavior change." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5 and offload/position embeddings, but one is flash-attn crash from packed-sequence misinterpretation and the other is CPU-offload incompatibility." + "reason": "Flash-Attention crash from packed-sequence misinterpretation is not the same as CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3_5Moe rotary-buffer initialization bug are different model-specific failures." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading error and glm-4v-9b loading failure are distinct model-loading problems." + "reason": "Different models and symptoms: Voxtral tokenizer loading vs glm-4v-9b loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness and int4 CUDA reserved-memory growth are different training regressions." + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus inability to load a specific model; same area, not same bug." + "reason": "Generic loading noise is not the same as a specific model failing to load." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is embedding quality and the other is HF vs JAX implementation discrepancy." + "accept": true, + "reason": "These look like the same SigLIP2 discrepancy bug: worse embeddings in HF versus the original JAX implementation." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config field loss and broader breakage with recent transformers versions are not the same concrete failure." + "reason": "Both mention remote_code, but one is missing fields in AutoConfig output while the other is broad model breakage in recent versions." }, { "left": "issue:43975", - "right": "issue:45520", + "right": "issue:45237", "accept": false, - "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Detokenization regression is unrelated to AMD GPU execution failure." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading problems, but they are for different checkpoints and likely different root causes." + "reason": "Two different model-loading failures for different checkpoints; not the same underlying bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory usage are separate training concerns." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are distinct training-memory issues." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are different model/backend paths." + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int error in MoE and Gemma4 PLE device mismatch under auto device map are unrelated." + "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific bugs." + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes _is_hf_initialized incompatibility are unrelated import/runtime issues." + "reason": "Importing a Qwen2_5_VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code compatibility regressions and Gemma4 device-map mismatches are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: the accepted soft edges are limited to the non-persistent-buffer regression family and the SigLIP2 discrepancy pair, while the rest are reasonably treated as distinct bugs or docs issues. No clear overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1285,10 +1249,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:24643", "issue:30064", @@ -1341,7 +1305,6 @@ ], "soft_pairs": [ "issue:42491|issue:44368", - "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:44991|issue:45399", "issue:43828|issue:45823", @@ -1373,233 +1336,230 @@ "issue:43366|issue:43828", "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "638f77f16c5f7f72ccd49b051a4be4af64de18db50dd4b876c493dbbd700171b", + "prepared_review_unit_hash": "0fb6d0f04185a088a1f0faed8226d560a540f18be281c9b1dc999ea9b01ae199", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37683, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "soft_pair_count": 31, + "serialized_chars": 37391, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated model-loading, tokenizer, and training regressions. I do not see any duplicate pairs that look like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set: it describes recent transformers versions breaking remote_code models, which is the closest thing here to a reusable umbrella issue.", + "summary": "The set is mostly heterogeneous, with only a few clear duplicate subclusters: docs about removed pipeline tasks, init_empty_weights / _is_hf_initialized compatibility, ZeRO-3 weight loading in Qwen3-family models, and Qwen3/VL video regression. Most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items split into several unrelated regressions; if a representative must be chosen, issue 45020 is the broadest loading/regression report, but it is not a true umbrella duplicate for all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is broad, recent, and likely to attract related loading/regression reports; however, the surrounding issues are too heterogeneous to treat as true duplicates.", + "best_issue_reason": "Issue 45020 is the broadest, most central user-facing regression report in the set, but it still only covers one slice of the cluster and should not be treated as a global duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3.x LoRA/tie-word-embeddings behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about missing tie_word_embeddings=False; not the same bug." - }, - { - "left": "issue:45020", - "right": "issue:45823", - "accept": false, - "reason": "One is a broad remote_code loading regression; the other is a Gemma4 PLE device_map/forward device mismatch. Different code paths and failure modes." + "reason": "Both involve Qwen3/MoE and LoRA, but one is a model-compatibility failure and the other is a training warning about tie_word_embeddings; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like tokenizer mapping failure is a registry/helper bug, while 45020 is a generic remote_code loading regression." + "reason": "Both touch model loading, but one is add-new-model-like/TOKENIZER_MAPPING_NAMES behavior and the other is remote_code regressions; too different to merge." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn fallback gating issue." + "reason": "Tokenizer loading failure vs flash-attn fallback gating; same broad area, different concrete problems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is a runtime precision issue, not a device-map placement bug." + "reason": "Different model families and different failures: autocast dtype mismatch vs device_map auto placement mismatch." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only=True load error and GLM5 are different model-specific loading bugs." + "reason": "Different model-specific load/runtime issues; no clear shared code-path." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash is a tokenizer backend attribute bug, not flash-attn fallback behavior." + "reason": "Mistral tokenizer regex crash and flash-attn fallback blocking are unrelated fixes." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "These are both docs about removed pipeline tasks, but they are distinct documentation issues, not one underlying bug." + "accept": true, + "reason": "Same docs regression: v5 removed text/summarization/translation pipeline tasks, but the docs still reference them." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex problems are separate tokenizer/model-loading failures." + "reason": "Both are recent loading regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer/codec regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying in Mistral3 is a model weight-tying bug; non-persistent buffer corruption in from_pretrained is a different serialization regression." + "reason": "Weight tying vs non-persistent buffer corruption are different state-loading/model-initialization bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback gating are unrelated loading paths." + "reason": "Different model loading failure vs unrelated flash-attn fallback check." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MOE FineGrainedFP8Config failure is a model/config-specific precision bug, not the broad remote_code loading regression." + "reason": "Qwen3 MoE FineGrainedFP8 failure is a quantization-specific issue, not the same as remote_code loading regressions." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert and Gemma4 PLE device mismatch are different runtime issues." + "reason": "Zero3 index error on a non-pretrained Bert model and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are too vague to tie as the same underlying defect." + "reason": "Both are audio/Whisper-adjacent, but one says the model cannot run and the other is about fbank feature extraction; not enough to call them duplicates." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is unrelated to Ovis2 checkpoint corruption." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs corrupted Ovis2 checkpoint are distinct loading failures." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "bitsandbytes _is_hf_initialized incompatibility and init_empty_weights TypeError are the same broad symptom class but different triggering APIs and contexts; not safe to merge as one bug." + "accept": true, + "reason": "Same underlying incompatibility around the new _is_hf_initialized argument / init_empty_weights path, with bitsandbytes wrappers failing on it." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MOE FP8 loading and bitsandbytes Int8Params incompatibility differ in model, library, and failure mechanism." + "reason": "Different root causes: Qwen3 MoE FP8 config failure vs bitsandbytes/_is_hf_initialized compatibility." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Qwen3-Next ZeRO-3 all params missing and Qwen3.5 ZeRO-3 language_model loading are related to deepspeed, but they target different model families and failure sites." + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 failing to load Qwen3-family weights, likely the same loader/path bug manifested on different variants." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and est-roberta tokenizer loading failures are separate model-specific tokenizer issues." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is an actual tokenizer loading regression for a different model." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and NemotronH checkpoint loading are different model implementations with different load paths." + "reason": "Model loading/checkpoint issues for different architectures; no shared concrete failure." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected num_items_in_batch in CustomTrainer.compute_loss is a trainer API mismatch; mask shape IndexError is a data/tensor indexing bug." + "reason": "Different trainer API error vs tensor-mask shape mismatch; not the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA and missing supports_gradient_checkpointing are related to checkpointing, but one is a behavioral bug and the other is a missing model capability flag." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion in Qwen3.5 due to 3D position_ids is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Attention-related crashes, but one is a gradient-explosion/regression in Qwen3.5 and the other is an AttributeError on s_aux=None in flash_attention.py." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and GAS loss averaging with DeepSpeed are different training-time bugs." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different code paths." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length." + "reason": "bitsandbytes init compatibility vs CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "These are both mask/tensor shape IndexErrors, but the reports do not indicate the same code path or model; too generic to merge." + "reason": "The error text is similar, but the mask/tensor size mismatch is generic and could come from many different causes; insufficient evidence for a duplicate." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "v5.3.0 video input regression across multiple Qwen variants and Qwen3-vl embedding StopIteration are likely separate video-processing failures." + "accept": true, + "reason": "Same video-input regression family in Qwen2.5/Qwen3 VL models on 5.3.0, with 44560 appearing to be a specific manifestation of the broader 44479 bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral AutoTokenizer error and cjvt/sleng-bert loading failure are different tokenizer/model compatibility problems." + "reason": "Both are tokenizer/model loading failures, but for different models and likely different causes." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache invalid group type on Qwen3.5 and NemotronH checkpoint loading do not share the same underlying bug." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight 2-D training error and void segmentation map processing are entirely unrelated domains." + "reason": "Completely different domains: DeepSpeed training weight error vs image processor segmentation-map handling." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated feature/support and runtime precision issues." + "reason": "GGUF gpt-oss support and an autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope_index temporal scaling and Qwen3_5MoeTextRotaryEmbedding uninitialized inv_freq after to_empty are different rotary/vision materialization bugs." + "reason": "Both are rotary/position embedding issues, but they affect different models and different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are plausible same-bug clusters, while the rejected pairs are mostly separated by clear root-cause differences rather than just sharing a broad subsystem label. No obvious overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1611,10 +1571,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36010", "issue:38175", @@ -1699,14 +1659,14 @@ "issue:42915|issue:44756", "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "5cfc545504ecc305b1438ffa965bf448f3a8e4e0f0013ed9e44680b4256efffd", + "prepared_review_unit_hash": "87659b1d3cb56047cc49489505a8603c142138362dba9b66cdd69acab041fc17", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, @@ -1721,213 +1681,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed set of Transformers v5.x regression reports. It contains a few clear duplicate pairs around non-persistent buffers, custom model initialization, SigLIP2 output corruption, and BERT model-loading, while the Zero-3 + BertModel initialization reports are related but not strong enough to call duplicates based on the available pairwise evidence.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43950 is the strongest canonical issue: it is a precise Transformers 5.x regression about silent corruption of non-persistent buffers, and it cleanly anchors the strongest duplicate pair (44534).", + "summary": "Mostly a loose set of unrelated Transformers/model-loading bugs, with a few near-duplicate regressions around the same exact failure mode. The clearest duplicate pair is the non-persistent buffer regression; custom-model init in notebooks also looks like the same v5 regression. Other similar-looking model issues are not safe to merge from titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the broadest and clearest report of the non-persistent buffer regression, and it has an exact duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue for the cluster because it describes a concrete core regression rather than a broad symptom list, making it the most actionable and central report.", + "best_issue_reason": "issue:43644 is the best representative issue because it describes a concrete, versioned regression with a clear, reusable summary and matches the duplicate pair exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 KeyError in text attention vs device-mismatch during PLE forward." + "reason": "Same model family, but different concrete bugs: FSDP2 shared-kv state handling vs device-map forward mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3-related models, but one is GGUF/gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." + "reason": "Different problem domains: GGUF/gpt-oss model support vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Unrelated bugs: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." + "reason": "Unrelated regressions: non-persistent buffer corruption vs a Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different code paths: Bamba torch.compile with SDPA vs Qwen3.5 flash-attention misreading 3D position_ids." + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and Float8 storage lookup are separate loading/runtime issues." + "reason": "No shared underlying bug is evident; GGUF model support and Float8 storage lookup are separate failures." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Very likely the same custom-model initialization regression; 43645 is the notebook-specific manifestation of the broader 43646 report." + "reason": "Both report the same Transformers 5.0.0 custom-model initialization regression, with the notebook report just being a narrower manifestation." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen models, but one is a video StopIteration bug and the other is TRL SFT embedding unpacking failure." + "reason": "Both mention Qwen3.5/Qwen3-vl embedding issues, but the failure modes and calling contexts differ enough to treat as separate bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3-MoE vs torch.device('meta') loading breakage." + "reason": "Different issues: Qwen3Moe FP8 failure vs generic meta-device model loading breakage." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for Qwen2.5-VL export is not the same as meta-device model loading failures." + "reason": "ImportError for a missing class is not the same bug as meta-device loading failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "No concrete shared code-path problem; 3d_parallel runtime failure is unrelated to gpt-oss GGUF support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 issues are distinct bugs." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping failure when adding a model is unrelated to Gemma4 device mismatch during forward." + "reason": "Tokenizer-mapping validation failure is unrelated to Gemma4 device mismatch during forward." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 regression: corrupted/zero outputs for google/siglip2-base-patch16-224 in model inference." + "accept": false, + "reason": "Same model name, but the titles point to different symptoms and likely different root causes; not enough to merge strictly." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are different problems." + "reason": "Different mechanisms: LoRA compatibility across HF versions vs packed-weight handling in Accelerate loading." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are index/error reports, but they concern different models and different failure mechanisms." + "reason": "GLM5 model-loading topic and Qwen3.5 flash-attention generation bug are unrelated." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription failure are unrelated." + "reason": "One is ZeRO-3 weight loading, the other is save_pretrained key serialization; related model family but different code paths." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Zero-3 Bert initialization failure is not the same as tokenizer-mapping-name handling." + "reason": "Both are model-loading reports, but the titles alone do not establish the same underlying bug beyond being similar failures on different BERT models." }, { - "left": "issue:43596", + "left": "issue:43632", "right": "issue:44661", "accept": false, - "reason": "Deepspeed Zero-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping logic." + "reason": "Different bugs: `_is_hf_initialized` flag regression vs tokenizer-mapping constraint in add-new-model-like." }, { - "left": "issue:44661", + "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping regression and tensor mask shape mismatch are different bugs." + "reason": "Different symptoms and subsystems: video embedding/StopIteration vs mask shape IndexError." }, { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both are config-loading regressions, but the affected validation paths and models are not clearly the same bug." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "device_map/offload loading failure and mmap OOM on Strix Halo are not the same underlying issue." - }, - { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "SigLIP2 zero probabilities and the doc-example model/processor mismatch plus quantization failure are related only by model family." - }, - { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight unpacking are separate loading issues." + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription handling are unrelated." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." + "reason": "Zero-3 BertModel initialization error is not the same as tokenizer-mapping validation failure." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 language_model weight loading and incorrect visual encoder save_pretrained keys are different regressions." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "These look like duplicate reports of the same BERT model-loading regression; 44488 explicitly says the current version also fails on another model." + "reason": "BertModel Zero-3 index error and tokenizer-mapping validation are different failures." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Different Gemma4 failures: shared_kv_states KeyError vs device mismatch during forward." + "reason": "Both involve config loading, but the model/config validations are different enough that the titles do not show the same bug." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as FineGrainedFP8Config failure." + "reason": "Both are loading/memory issues, but device-map offload and Strix Halo mmap OOM are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Clear duplicate regression: both report Transformers 5.x corrupting non-persistent buffers with junk data." + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3_MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "LoRA/hf4.x compatibility is unrelated to Gemma4 token-embedding resize behavior." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Checkpoint resume max_steps miscalculation is unrelated to SGD optimizer args being ignored." + "reason": "Trainer checkpoint math and SGD optimizer args are unrelated." }, { - "left": "issue:43931", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and mmap-induced OOM are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Weight-shape mismatch when loading Qwen3-VL and bad visual-encoder key saving are different issues." + "reason": "Missing import symbol for one model class is unrelated to a weight-shape mismatch in another model." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary overstates evidence by calling the Zero-3 + BertModel init failures a set of true duplicates, but the listed soft-edge verdicts for those issues are all negative. Please keep that part conservative and describe them as related, not duplicates. The rest of the summary is mostly grounded, but this contradiction is enough to reject." + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The duplicate call on issue:43644/44534 is well supported by the titles, and the accepted soft-edge pair (43645/43646) is plausibly the same custom-model initialization regression with the notebook issue as a narrower case. The remaining pairs are mostly rejected cautiously, without overclaiming evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1940,10 +1882,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36010", "issue:39404", @@ -1999,8 +1941,8 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:43644|issue:43645", "issue:43856|issue:44387", + "issue:43644|issue:43645", "issue:44910|issue:45588", "issue:42491|issue:45292", "issue:45362|issue:45406", @@ -2019,234 +1961,237 @@ "issue:43873|issue:44387", "issue:44155|issue:45823", "issue:44291|issue:44756", - "issue:44960|issue:46050", "issue:44292|issue:44912", + "issue:44960|issue:46050", "issue:43854|issue:45216", "issue:44387|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "d8ffb025d82003159022f7e3c8bab3fce68bf0944bb455829ebfa454f260d45a", + "prepared_review_unit_hash": "ad051c895d7216bef023214b9a06fc3832669c4839df2fc952eecf27d9a45848", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36586, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly related to Transformers 5.x regressions, but they span different models and code paths (tokenizers, save/load, quantization, offload, FSDP, chat/serve, etc.). None of the soft pairs is a clear same-bug duplicate, so the cluster should not be collapsed aggressively.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43644 is the strongest umbrella report: it describes a broad Transformers 5.0.0 regression with system-wide impact, making it the best anchor for this mostly regression-themed cluster.", + "summary": "This cluster is mostly heterogeneous Transformers regression reports (model loading, save/load, quantization, tokenizer, and architecture-specific bugs). There are no PRs here, and only the resize_token_embeddings reports form a plausible duplicate subcluster; the rest are too model- and codepath-specific to merge.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45276 is the clearest hub of the only real duplicate-like subcluster: it states a concrete `resize_token_embeddings` propagation bug and is close to the more generic companion report.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the most general and representative issue in the set, with a broad failure mode and higher likelihood of subsuming adjacent regressions than the more model-specific reports.", + "best_issue_reason": "45276 is the best representative of the cluster\u2019s coherent slice because it captures the shared `resize_token_embeddings` regression without collapsing into a single model-family-only phrasing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they hit different model families and different mechanisms: LlamaTokenizer pre-tokenizer override vs Granite token ID generation." + "reason": "Both are tokenizer-related regressions, but they affect different model families and symptoms; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example error with quantization issues while the other is a runtime loading problem in tests; not the same bug." + "reason": "One is a documentation/example problem, the other is a runtime model-output regression; different issues." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." + "reason": "Both involve loading problems, but they target different models and failure modes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency; the other is offloading not working with quantization. Similar theme, different failure mode." + "reason": "Both mention memory/quantization themes, but the underlying bug descriptions are different." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different problems: hf4.x LoRA compatibility with qwen3_moe vs a weight-shape mismatch when loading a Qwen3-VL model." + "reason": "Different models and different load failures; no clear shared bug." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization behavior." + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization OOM; not the same change." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory growth/OOM." + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is notebook custom-model setup." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures: Qwen3.5 position_ids misinterpretation vs an AttributeError on s_aux=None in sink-less models." + "reason": "Both touch flash attention, but the crash causes and code paths differ." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/qwen3_moe hf4.x compatibility and resize_token_embeddings/output_embeddings are unrelated bugs." + "reason": "These are unrelated model-loading and embedding-resize issues." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model/feature failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different model families and different runtime failures." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading reports, but they concern different models and different observed failures." + "reason": "Both are tokenizer-loading complaints, but the models and failure modes differ." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Completely different issues: an import error for GenerationMixin vs Whisper pipeline return_language behavior." + "reason": "An import error is unrelated to the Whisper pipeline regression." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar API symptom, but the reports are model-specific (Gemma4 vs t5gemma) and do not clearly share the same root cause." + "accept": true, + "reason": "Same `resize_token_embeddings` regression affecting nested embedding/output modules; only the model-specific target differs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights breaking due to an unexpected constructor argument." + "reason": "One is about `extra_state` in save/load, the other about `init_empty_weights` argument handling." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve untied lm_head weights, but they target different model implementations and are not clearly the same underlying code-path bug." + "reason": "Both mention untied `lm_head`, but they are reported on different model classes with no evidence of one shared concrete codepath." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Environment compatibility vs model loading with meta tensors; these are separate regressions." + "reason": "Both reference compatibility/loading concerns, but they are distinct failures." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model problems: vocab-size mismatch for bert-base-bg vs inability to load sleng-bert." + "reason": "Tokenizer vocab mismatch is not the same as a separate tokenizer-loading regression." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and symptoms: SigLIP2 docs/example issues vs GLM5 model loading." + "reason": "A docs/example bug and a model-specific GLM5 issue are not duplicates." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are different bugs." + "reason": "Gradient checkpointing/LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen 3.5/3.6 composite config unwrapping are distinct code paths." + "reason": "Different model architectures and different failures." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 attention state rebuilding are unrelated." + "reason": "Sparse-layer config bug vs FSDP2 shared_kv_states bug; different code paths." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and mechanisms: Gemma-4 FSDP2 attention state bug vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Different Qwen/Gemma subsystems and different failures." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both concern quantization/offloading and memory, but one is offloading behavior and the other is a reserved-memory regression." + "reason": "Both are memory/quantization-related, but the reported bugs are distinct." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference token leakage and Gemma4 PLE device mismatch are unrelated model bugs." + "reason": "AudioFlamingo batching leak and Gemma4 device-mismatch are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling vs disabling mmap to avoid OOM are different failure modes." + "reason": "Unexpected init argument handling is not the same as mmap/OOM behavior." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "GLM5 loading and sinq quantized save/load breakage are separate issues." + "reason": "Different quantization formats, different models, different failure modes." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Different quantization reports on different models: Qwen-3-8B-NVFP4 error vs git-oss-20b MXFP4 fallback to bf16." + "reason": "Different model families and different save/load breakages." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model versions and operations: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression." + "reason": "Different Qwen loading regression versus a Qwen3.5 save_pretrained regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both end in OOM, but one is a quantization-memory regression and the other is a Strix Halo mmap issue." + "reason": "Both can lead to OOM, but the causes are unrelated." }, { "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "The API symptom overlaps, but the model scope differs and there is no clear evidence they share the same root cause." + "accept": true, + "reason": "Same `resize_token_embeddings` bug; one report is the Gemma4-specific version and the other is the generic output_embeddings report." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is loading the wrong custom module after save_pretrained." + "reason": "Both involve save/pretrained flows, but one is permissions propagation and the other is wrong-module loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pairs, 45276/45335 and 45276/45292, are plausibly the same resize_token_embeddings propagation bug and look mergeable into one PR. The rest of the rejections do not overclaim duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2258,10 +2203,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36032", "issue:39404", @@ -2344,23 +2289,23 @@ "issue:43299|issue:43931", "issue:43596|issue:44683", "issue:43994|issue:44079", - "issue:44164|issue:45759", - "issue:36032|issue:43452" + "issue:36032|issue:43452", + "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "c84eeb287b688ca1f668aaced5bd48e696a426b50d6b5f9285d6457cd245cb0f", + "prepared_review_unit_hash": "b6686c2780ff051284d8d74f4c2106a6085fcb1f97b52c3394f887e6a581ac3f", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37722, + "serialized_chars": 37721, "estimated_input_tokens": 9431, "estimated_eval_tokens": 19118 }, @@ -2369,216 +2314,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports. The only clear duplicate pair is the resize_token_embeddings regression affecting output/decoder embeddings; the Qwen3-VL and other loading/runtime pairs are similar in theme but not clearly the same concrete bug.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45292 is the broader, cleaner statement of the resize_token_embeddings bug; 45335 is a model-specific manifestation of the same missing update to downstream embeddings.", + "summary": "This cluster is mostly a set of unrelated issue-to-issue near matches across different models and subsystems. The only clear duplicate pair is the token-embedding resize bug in 45292/45335; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45292 is the broader, more general report of the same resize-token-embeddings propagation bug; 45335 is a model-specific variant for t5gemma.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative duplicate target because it describes the underlying API regression in general terms and is the most reusable canonical report for that bug.", + "best_issue_reason": "45292 is the best canonical issue because it states the core API-level defect succinctly and applies beyond one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention training/runtime instability, but one is about gradient checkpointing in eval mode and the other is a Qwen3.5 RLHF NaN/fallback issue; different code paths and symptoms." + "reason": "Different bugs: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is about LoRA/PEFT not being effective and the other is about eval-mode restrictions; not the same bug." + "reason": "Both mention gradient checkpointing, but one is LoRA/PEFT effectiveness and the other is eval-mode incompatibility." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and disabling mmap for Strix Halo OOM are unrelated failure modes." + "reason": "Unrelated: extra_state save/load handling vs mmap/OOM on Strix Halo." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different subsystems: a video-input regression for Qwen VL models versus a strict config-loading issue for granite_speech." + "reason": "Different model-loading regressions affecting different model families and causes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated model-specific bugs." + "reason": "Different failure modes: device-mapping cuda assert vs embedding/token leakage in batched AudioFlamingo3 inference." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." + "reason": "Separate code paths: flash_attention sinkless crash vs Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap OOM behavior are not the same underlying issue." + "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init failures and Trainer resume/max_steps calculation are unrelated." + "reason": "Custom-model init in notebooks is unrelated to resume_from_checkpoint max_steps math." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe the same resize_token_embeddings regression: the resized embeddings are not propagated to downstream/output embeddings, with 45335 being the T5Gemma-specific case." + "reason": "Same underlying bug: resize_token_embeddings updates one embedding path but not the output/decoder embeddings." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are distinct problems." + "reason": "Different problems: autocast dtype mismatch vs meta-device loading breakage." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a model-specific load failure are too different to merge as duplicates." + "reason": "Both are model-loading complaints, but they reference different models and do not clearly share the same concrete defect." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load handling are different bugs." + "reason": "Notebook custom-model initialization issue is distinct from extra_state serialization handling." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "A Torch 2.10 compatibility report is broader and different from a specific dtype mismatch under autocast." + "reason": "Torch version compatibility is not the same as an autocast dtype-mismatch bug." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are different model/load paths." + "reason": "Different model families and loading mechanisms; not the same checkpoint-conversion bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are unrelated." + "reason": "Unrelated: compiled flex_attention regression vs Gemma4 device placement mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage deserialization and Strix Halo mmap OOM are not the same bug." + "reason": "Float8 storage lookup error is distinct from mmap-related OOM." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device_map mismatch are separate issues." + "reason": "Torch 2.10 incompatibility is not the same as a forward-pass device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." + "reason": "Different issues: library/version compatibility vs image preprocessor/model dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and tokenization changes are unrelated." + "reason": "Whisper pipeline return_language breakage is not the same as a general tokenization change report." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The isolated reproduction of another issue and the Qwen3.5 PagedAttentionCache crash are not the same concrete bug." + "reason": "The isolated reproduction references another issue and the PagedAttentionCache crash is a different bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading breakage and notebook custom-model initialization are different failure surfaces." + "reason": "Base_model_prefix loading regression is unrelated to Jupyter custom-model initialization." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." + "reason": "Different failures: invalid linear_attention group type vs compile-time non-template-node error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different APIs/tasks and are not duplicates." + "reason": "Both are docs-related, but they document different pipeline behaviors and different removed/changed APIs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are distinct." + "reason": "torch.export/checkable model export bug is unrelated to Perceiver resize/interpolation failure." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Different symptoms and models: Whisper pipeline regression vs MXFP4 loading fallback." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models and a mask-shape IndexError are different bugs." + "reason": "Video-input regression on specific Qwen VL models is not the same as a mask-shape IndexError." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT trainer are not the same issue." + "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with TRL." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compile-time non-template-node error are unrelated." + "reason": "Different code paths and failure types: storage lookup vs compile error." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a version-wide MoE loading regression and the other is a specific weight-shape mismatch; not enough to confirm the same bug." + "reason": "Both concern Qwen3-VL loading, but the concrete failures and reported symptoms are different enough to keep separate." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3 init IndexError with BertModel and compiled flex_attention failures are unrelated." + "reason": "Deepspeed zero3 BertModel IndexError is unrelated to torch>=2.9 flex_attention compilation." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and ModelOutput key assignment bugs are different code paths." + "reason": "Nonsensical model outputs are not the same bug as ModelOutput key assignment with None." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "extra_state save/load and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." + "reason": "Both are loading issues, but one is a T5Tokenizer method-name conflict and the other is gguf_file handling for from_pretrained." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file load path failures are different issues." + "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite Qwen multimodal configs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only clearly supported duplicate is 45292/45335, and the reasoning matches the issue titles. No PR-mergeability concerns apply here." + "feedback": "The summary is grounded in the packet and the soft-edge calls are appropriately conservative. The only accepted pair, issue:45292/issue:45335, is well supported by the titles as the same resize_token_embeddings propagation bug, with 45292 being the broader report and 45335 a t5gemma-specific variant. The remaining pairs are reasonably kept separate based on differing models, subsystems, or failure modes." }, "evaluator_used": true, "retried": false, @@ -2597,7 +2542,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:32090", "issue:34567", @@ -2667,8 +2612,8 @@ "issue:43643|issue:44530", "issue:36032|issue:42915", "issue:34567|issue:40444", - "issue:44811|issue:45584", "issue:43883|issue:44488", + "issue:44811|issue:45584", "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:43452|issue:43482", @@ -2679,232 +2624,236 @@ "issue:44849|issue:45325", "issue:36032|issue:43645", "issue:45084|issue:45507", - "issue:43262|issue:43377" + "issue:43262|issue:43377", + "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "7ccfce1e8308c630c09e85b4477a6e6dd10330864cccd7056869ba2c97ffa629", + "prepared_review_unit_hash": "99cad24dd7878ff60cd8c99ac39bbfd67ec5833a92a1938e932954c8f7be021c", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36947, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "soft_pair_count": 32, + "serialized_chars": 37244, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated model- or feature-specific regressions. I did not find any clear PRs, and nearly all soft pairs are too broad or touch different code paths to be treated as duplicates. The only plausible near-duplicate is the GGUF loading regression pair.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43644 is the broadest concrete regression in the set and is centered on core Transformers v5 initialization/state handling, making it the most reasonable anchor issue among these disparate reports.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a shared v5-regression theme; there are no strong duplicate pairs or mergeable PR candidates here.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43611 is the best anchor for the cluster because it is a broad, concrete Transformers v5 regression affecting model loading via `base_model_prefix`, which is more representative than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best representative because it describes a clear, upstream v5 regression with a core runtime symptom rather than a model-specific edge case.", + "best_issue_reason": "43611 is the most suitable representative issue: it describes a core v5 breakage in a common loading path and is broad enough to stand in for the cluster's general regression theme without overfitting to a single model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return vs CamemBERT MLM predictions are different models and different failures." + "reason": "Whisper pipeline `return_language` and CamemBERT masked-LM prediction issues are different models, APIs, and failure modes." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory usage and Strix Halo mmap OOM are unrelated causes and code paths." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are both memory-related, but they are different layers and root causes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load regressions, but they involve different models and different tokenizer fix paths." + "reason": "Both involve tokenizer loading, but one is a model tokenizer regression and the other is a Mistral regex patch crash from a missing backend attribute." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect masked-LM predictions is not the same bug as tokenizer loading failure." + "reason": "CamemBERT masked-LM output corruption is unrelated to EMBEDDIA tokenizer loading failures." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload behavior, but XLNet positional encoding and Qwen3.5 MoE rotary embedding are distinct implementations." + "reason": "XLNet CPU device placement and Qwen3.5 MoE CPU-offload rotary embedding are separate code paths and different bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language failure are unrelated." + "reason": "Trainer `_gpu_broadcast_one` NoneType error and Whisper `return_language` regression are unrelated subsystems." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Save/from_pretrained extra_state handling and video input regression affect different subsystems and symptoms." + "reason": "`extra_state` save/load handling and Qwen v5.3 video-input regression do not describe the same defect." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping change failure and compiled flex_attention failure are unrelated issues." + "reason": "Tokenizer mapping registration failure and compiled flex_attention on torch>=2.9 are unrelated change areas." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading problems, but they concern different models and different tokenizer-loading logic." + "reason": "Both are tokenizer loading reports, but they affect different models and different failure mechanics." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "AppleSilicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are separate runtime/init issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions." + "reason": "Both are v5 regressions, but one is a model-loading/base-model-prefix problem while the other is non-persistent buffer initialization corruption." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model and tokenizer post-processor update behavior are not the same bug." + "reason": "High perplexity on gpt-oss and tokenizer post-processor updates after special-token changes are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation error are unrelated." + "reason": "Mistral-3 dtype mismatch and template compilation errors are different model/runtime failures." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but the titles point to different failing functions and no shared concrete bug is evident." + "reason": "Unsupported `center` argument in a feature extractor is not the same bug as a lower-level `_torch_extract_fbank_features()` issue." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures; same broad theme is not enough to merge." + "reason": "Two model-loading failures for different repositories; they do not share the same underlying bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is unrelated to Qwen3.5 paged-attention cache crashes." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 failure are different code paths." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different tokenizer/model issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and multi-image iterable dataset finetuning are unrelated." + "reason": "Trainer token-count tracking and multimodal IterableDataset failures are unrelated." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are related only at a high level, not the same concrete bug." + "reason": "Missing `all_tied_weights_keys` on Molmo and tokenizer loading for `cjvt/sleng-bert` are not the same underlying defect." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." + "reason": "Both are Whisper-related, but batch decoding ignoring `skip_special_tokens` and empty-transcription failure after `align_special_tokens` are distinct bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading regressions with different affected models and likely different root causes." + "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are separate model-specific regressions." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to the template-node compile error." + "reason": "Mixtral grouped_mm tracing failure and template-node compilation errors are different compiler/runtime problems." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both reports are about GGUF loading breaking in transformers v5, and the titles suggest the same gguf_file/from_pretrained code path." + "accept": false, + "reason": "`gguf_file` breaking AutoTokenizer/AutoModel loading and Qwen2.5-GGUF loading failure are related only at a high level, not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward and StaticCache seq-length return type are different bugs." + "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` type contract breakage are separate generation/cache issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are separate issues." + "reason": "Qwen3 MoE memory usage during training and Qwen3.5 paged-attention cache crashes are different symptoms on different code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init regressions, but one is about buffer initialization and the other about custom model initialization; the concrete bug is not the same." + "reason": "Non-persistent buffer junk values and custom model initialization breakage are adjacent v5 regressions but not the same underlying issue." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading and GGUF loading failure are not the same specific bug." + "reason": "Dequantized model offload loading failure and Qwen2.5-GGUF loading failure are different loading paths and root causes." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL RoPE position-id scaling are unrelated." + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated model internals." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization are different failure modes." + "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are not the same defect." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are different failures." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sample-rate default and MIMI encoder padding-mask behavior are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask batching issues are different layers of the audio stack." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute errors and tokenizer loading failures for EMBEDDIA are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The issue pair verdicts generally match the titles/scope, and the summary correctly avoids overclaiming by treating the GGUF pair as only a plausible near-duplicate rather than a definite match. No PR pair evidence is present in the packet, so the lack of PR conclusions is appropriate." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2919,7 +2868,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36032", "issue:40990", @@ -2941,7 +2890,6 @@ "issue:43742", "issue:43792", "issue:43819", - "issue:43883", "issue:43994", "issue:44062", "issue:44220", @@ -2971,275 +2919,261 @@ "issue:45987" ], "soft_pairs": [ - "issue:43089|issue:45987", - "issue:43883|issue:44991", "issue:43404|issue:44466", + "issue:43089|issue:45987", "issue:44987|issue:44991", "issue:43994|issue:44610", - "issue:43646|issue:44534", "issue:43322|issue:43540", + "issue:43646|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44265|issue:44610", - "issue:43645|issue:44534", "issue:44220|issue:44683", "issue:44451|issue:45081", + "issue:43645|issue:44534", "issue:44987|issue:45081", "issue:45216|issue:45357", - "issue:43404|issue:45127", "issue:42915|issue:44291", + "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:42915|issue:44589", "issue:43296|issue:43531", - "issue:43531|issue:44877", "issue:43425|issue:44403", + "issue:43531|issue:44877", "issue:43611|issue:44534", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:42175|issue:45542", "issue:43792|issue:44589", "issue:40990|issue:44811", - "issue:44683|issue:45020", - "issue:44403|issue:44991" + "issue:44683|issue:45020" ], - "prepared_review_unit_hash": "574dfc8082600ec93f5f9db9b5d228bbd78ddeb261a0411167f8339b86835b2d", + "prepared_review_unit_hash": "8a82c563af9979a3842ed975ab5c967a04956401286f65e02d0d042506ce8088", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37507, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "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-era regression reports; only the Qwen3.5 save_pretrained pair looks like the same underlying bug. The rest are superficially similar but target different models, code paths, or failure modes.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the best canonical issue: it is a concrete, broadly relevant Transformers 5.0.0 regression about custom model initialization, and its wording matches several nearby init/loading breakage reports better than the more model-specific tickets.", + "summary": "Mostly heterogeneous transformer/v5 regression reports. The only true duplicate-looking pair is the Qwen3.5 save_pretrained regression and its narrower visual-encoder-keys report. The Qwen VL video-input/position-id pair looks related, but not clearly the same bug from the titles alone, so it should not be merged as a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "44479 is the best broad representative for the Qwen VL regression reports because it spans multiple affected Qwen variants and describes the user-facing video-input breakage at a higher level; 45325 is related, but not confidently the same defect from the available evidence.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is also the best standalone issue to keep because it is specific enough to be actionable while still serving as the cleanest anchor for closely related v5 initialization regressions.", + "best_issue_reason": "44479 is the strongest anchor among the issues because it is the broadest, clearest Qwen VL regression report in the packet. It is representative of that subgroup without overcommitting to the narrower rope-index/position-id theory for 45325.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Different symptoms and code paths: generation performance overhead vs a StaticCache return-type contract bug." - }, - { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Unrelated failures: missing all_tied_weights_keys on Molmo vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both touch tied lm_head weights, but one is a model-specific tying bug and the other is a serialization inconsistency; not the same concrete defect." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both mention tied weights, but one is a model-specific untied lm_head bug and the other is save_pretrained serialization varying by device." + "reason": "Generation GPU-sync overhead is unrelated to a cache-length return-type contract issue." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different affected models and likely different regressions; both are loading failures but not the same bug." + "reason": "Both are loading failures in recent transformers, but they affect different models and do not point to one shared bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different problem classes: nonsensical model outputs vs an image processor size mismatch." + "reason": "Different vision-model regressions: one is bad outputs from AutoModel/pipeline, the other is an input-size mismatch in a processor." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; not the same underlying bug." + "reason": "Both are multimodal model issues, but one is a Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Different multimodal failures affecting different model families and different stages of loading/processing." + "reason": "Custom model initialization breakage is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise issue vs a specific Mistral tokenizer regex crash." + "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-model correctness bugs: batching/padding-mask mismatch vs DAC latent conversion mismatch." + "reason": "Different model-specific bugs: missing padding-mask support vs missing STE in DAC." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure on Qwen3Moe is unrelated to the template-node compilation error." + "reason": "FineGrainedFP8Config loading failure is unrelated to a template-node compilation TypeError." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability bug vs processor output-size mismatch; different layers and failure modes." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook-specific custom model init regression is not the same as junk-filled non-persistent buffers." + "reason": "torch.export / torch_compilable_check failure is a different path from an OmDet-Turbo processor resolution bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch." + "reason": "Audio feature extraction and compiled flex_attention on new torch versions are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer/config loading failures." + "reason": "A model-loading failure for ScandiBERT is not the same bug as the Mistral regex crash." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and non-persistent buffer corruption are different regressions." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different regressions: model loading for one checkpoint vs a Mistral tokenizer regex patch crash." + "reason": "Different failures: loading physical-intelligence/fast vs Mistral tokenizer regex patching." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 looks like a narrower follow-up about incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower report about incorrect visual encoder keys." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Both involve weights, but one is a missing tie in a specific model and the other is LoRA merge collapse after vocabulary extension." + "reason": "Both are v5-related model-loading issues, but they involve different breakpoints and different error mechanisms." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Both are model-loading problems, but FP8 config failure is unrelated to the init_empty_weights/_is_hf_initialized argument bug." + "reason": "Tied-lm_head loading bug is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different root causes: transformers v5 flag handling vs mmap-related OOM avoidance on Strix Halo." + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer constructor conflict vs a KeyError when loading a different model." + "reason": "Tokenizer special-token method conflict is unrelated to a key error when loading MobileLLM-125M." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Generic AddedToken constructor issue is not the same as the physical-intelligence/fast loading failure." + "reason": "AddedToken special-argument conflict and a model-loading failure are not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention fp8/floating-point storage, but one is a config compatibility issue and the other is a missing storage type error." + "reason": "Both mention float8-ish workflows, but the failures are different code paths and error types." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different failure modes: PaddleOCR-VL load error vs Qwen3-MoE sliding_window behavior." + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Sliding-window regression in Qwen3-MoE is unrelated to strict config blocking granite_speech loading." + "reason": "Torch version incompatibility is unrelated to loading-noise complaints." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Torch version incompatibility is not the same as the transformer-loading noise report." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to strict config handling for granite_speech." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading breakage and junk non-persistent buffers are distinct v5 regressions." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen2.5-VL/Qwen3-VL media position handling, but one is a broad video-input regression and the other is a specific still-image temporal position_ids scaling bug." + "reason": "The titles show related Qwen VL/video-input and position-id themes, but not enough to say they are the same underlying bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load-time AttributeError and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cuda assert are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "These are both backend/dependency complaints, but one is about missing TensorFlow in a torch install and the other is tensorboard installing without TensorFlow." + "reason": "Missing TensorFlow in a torch install is not the same as a tensorboard-without-TF backend error." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different issues: Whisper runtime failure vs missing Float8 storage type." + "reason": "Whisper cannot run and missing Float8 storage are unrelated runtime/storage issues." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity quality issue is unrelated to Whisper batch_decode skipping special-token handling." + "reason": "Perplexity quality on one model is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on new torch and remote_code loading breakages are different bugs." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Unnecessary loading noise is not the same as tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis stays grounded in the packet and the soft-edge calls are conservative. The selected canonical issue, issue:43646, is a reasonable generic anchor for the v5 custom-init regressions, and the only accepted pair (issue:45216 / issue:45357) is well supported by the titles. I don\u2019t see evidence of overstatement." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge accept is too assertive for the packet: issue 44479 vs 45325 is only supported as a related Qwen VL visual-input/position-id area, not clearly the same underlying bug from the titles alone. The canonical/best-representative reasoning also overstates the shared rope-index root cause. The rest of the verdicts look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3252,10 +3186,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:33666", "issue:40444", @@ -3275,9 +3209,7 @@ "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3286,6 +3218,7 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44403", "issue:44462", "issue:44466", "issue:44534", @@ -3293,6 +3226,7 @@ "issue:44589", "issue:44829", "issue:44898", + "issue:44991", "issue:45072", "issue:45081", "issue:45325", @@ -3308,251 +3242,244 @@ ], "soft_pairs": [ "issue:43421|issue:44568", + "issue:44403|issue:44991", "issue:43632|issue:44534", "issue:41553|issue:43582", "issue:43818|issue:45357", "issue:33666|issue:40444", "issue:44079|issue:45663", "issue:44462|issue:45812", - "issue:43482|issue:45538", "issue:43317|issue:43856", "issue:44829|issue:45479", - "issue:43381|issue:45923", + "issue:43482|issue:45538", "issue:40444|issue:45325", + "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:41720|issue:45081", - "issue:42175|issue:43296", "issue:43531|issue:44291", + "issue:42175|issue:43296", "issue:44265|issue:45072", "issue:43994|issue:44898", "issue:43632|issue:45072", "issue:43611|issue:43646", "issue:43792|issue:43957", - "issue:44079|issue:44534", "issue:45325|issue:45834", + "issue:44079|issue:44534", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43644|issue:44079", - "issue:43749|issue:44079" + "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "aab414a1ce923cd7436cebde1783c959009b49ee4c223e762bfb66fe19ca4567", + "prepared_review_unit_hash": "b1f82859e6bdbd2fb5160b7639b1e65873ffaa5efde2b4f1ae8673f85cc439fa", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37278, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "soft_pair_count": 30, + "serialized_chars": 36993, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bugs/regressions across different model families and v5 migration paths. A few are superficially similar (especially model-loading/init regressions), but none are clearly the same concrete issue based on titles alone, so I would not merge any soft pairs.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43611 is the clearest representative of the only plausible duplicate family in this set: a Transformers v5 model-loading regression. Its title is specific enough to anchor triage, while the nearby init/loading reports are broader or refer to different failure modes.", + "summary": "This cluster is mostly a set of unrelated or only loosely related issues, with several distinct themes around Transformers v5 loading/init regressions, Qwen/Qwen2.5-VL multimodal bugs, and a few tokenizer/model-specific failures. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the largest theme in the cluster: Transformers v5 model initialization/loading regressions. It is more central than the narrower neighbors like base_model_prefix, _is_hf_initialized, or init_empty_weights failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative anchor because it names a concrete v5 loading breakage and is more specific than the neighboring generic initialization reports.", + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it captures the broadest and most generic regression pattern present here, even though the cluster as a whole is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about add_special_tokens BOS/EOS insertion for a specific tokenizer; different bugs and code paths." + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is add_special_tokens behavior for a specific tokenizer; different bugs/code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about noisy logging during transformer loading, the other about tokenizer loading regression/ignoring tokenizer files; not the same issue." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one concerns `_is_hf_initialized` during model init and the other non-persistent buffer contents; distinct underlying failures." + "reason": "Both are v5 internals regressions, but one is _is_hf_initialized handling and the other is non-persistent buffer initialization; distinct failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated problems: bad Voxtral error message versus an Apple Silicon TypeError in caching allocator warmup." + "reason": "Completely different areas: bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Qwen3.5 save_pretrained visual-key regression." + "reason": "Different model families and problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning failure; not the same bug." + "reason": "Both involve Qwen VL training, but one is generic multi-GPU training and the other is IterableDataset/multi-image prompt failure; not the same concrete bug." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both touch AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong token IDs for Granite models; different symptoms and likely different fixes." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Tokenizer file selection vs Granite token ID regression; both are tokenizer-related but not the same underlying defect." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is not the same as Qwen3 MoE memory inefficiency during training." + "reason": "Different symptoms and code paths: device_map/offload load failure vs memory inefficiency during Qwen3 MoE training." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate-training complaints, but one is FA3-specific classification behavior and the other is a single-label/num_labels=1 loss bug across models." + "reason": "Different training bugs: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length default are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image temporal position scaling; not the same code-path." + "reason": "Both are Qwen2.5-VL issues, but one is dataset/multi-image prompt handling and the other is still-image temporal position_id scaling; different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and missing supports_gradient_checkpointing flag are related only broadly, not the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is unrelated to missing Float8 storage registration." + "reason": "Both stem from v5 loading changes, but one is an unexpected argument during init_empty_weights and the other is a storage-type lookup failure." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are different issues." + "reason": "Different model/config failures: Qwen2.5-GGUF load error vs Llama4Config missing pad_token_id." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask batching bug and Gemma3 mixed-length sliding-window NaNs are different model/code paths." + "reason": "Different model families and failure modes: MIMI padding-mask batching bug vs Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Both are Qwen-related failures, but auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crashes are unrelated." + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex patch AttributeError are unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "TensorFlow-backend packaging omission is unrelated to PaddleOCR-VL loading in vLLM." + "reason": "One is a Qwen3-MoE sliding_window bug; the other is init_empty_weights/_is_hf_initialized. Different code paths." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights `_is_hf_initialized` argument mismatch are separate regressions." + "reason": "Packaging/backend dependency issue vs PaddleOCR-VL load failure in vLLM; not the same underlying bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "torch.export/exportability with torch_compilable_check is different from dtype mismatches in inference." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline and Perceiver non-default resolution failure are different vision-model bugs." + "reason": "Different vision-model issues: SigLIP2 nonsensical outputs vs Perceiver resize/interpolation failure." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` flag regression and bfloat16 dtype mismatch are unrelated." + "reason": "_is_hf_initialized regression and dtype mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-init/loading regressions, but one is specifically about `base_model_prefix` during loading and the other about custom model initialization; too broad to treat as the same bug." + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix handling and the other is broader custom model initialization; not clearly the same defect." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 failing to run and meta-device loading breakage are different issues." + "reason": "Different loading/runtime issues affecting different model classes; no shared concrete bug." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate regression areas." + "reason": "Both are model-specific failures, but Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index error are different bugs." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Qwen2.5-VL position-id scaling bug and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate low-level regressions." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head tying bug and inconsistent lm_head.weight serialization are not the same problem." + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug in AyaVision and the other is serialization inconsistency; not the same concrete issue." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure involve different models and mechanisms." + "reason": "Different models and failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF v5 loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as video vision_position_ids being wrong." + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is iterable-dataset/multi-image prompt handling and the other is video vision_position_ids; distinct bugs." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL positional issues, but one is still-image rope scaling and the other is video input vision_position_ids; different scenarios and likely different fixes." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment do not share the same underlying bug." + "reason": "Both involve Qwen2.5-VL positional encoding, but one is still-image temporal position_ids scaling and the other is video input vision_position_ids; too different to merge confidently." } ] }, @@ -3571,10 +3498,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:35707", "issue:39692", @@ -3592,14 +3519,16 @@ "issue:43550", "issue:43572", "issue:43606", + "issue:43644", "issue:43701", "issue:43720", "issue:43746", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", "issue:43883", - "issue:44008", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", @@ -3612,8 +3541,6 @@ "issue:44617", "issue:44877", "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", "issue:45325", "issue:45357", @@ -3626,6 +3553,8 @@ "issue:45923" ], "soft_pairs": [ + "issue:43749|issue:44079", + "issue:43644|issue:44079", "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:35707|issue:40444", @@ -3635,8 +3564,8 @@ "issue:43881|issue:44488", "issue:44568|issue:45920", "issue:43701|issue:45325", - "issue:44186|issue:44265", "issue:43606|issue:43819", + "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43262|issue:43746", @@ -3653,232 +3582,226 @@ "issue:43454|issue:43720", "issue:43526|issue:43883", "issue:43873|issue:45701", - "issue:43296|issue:44877", - "issue:43881|issue:44991", - "issue:41720|issue:44977", - "issue:44008|issue:45823" + "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "e2886579934085600a8e169eb855384733b5cf985964ca668484253d74992523", + "prepared_review_unit_hash": "029178e96e6e24c63ef2d6f04193808d9efb4329d3f42b23f30cebf7b6105b56", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37323, - "estimated_input_tokens": 9331, - "estimated_eval_tokens": 18918 + "soft_pair_count": 30, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, offloading, multimodal loading, quantization) but not the same concrete bug. I would not merge any of the soft-edge pairs as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set, with relatively high discussion/inbound activity and a title that can plausibly anchor nearby offloading/quantization failures.", + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pocket around quantization/offloading load failures. Most other pairs share a subsystem theme but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest and most current offloading/quantization report, so it best serves as the umbrella issue for nearby loader/offload failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue anchor for this cluster because it is open, broadly scoped, and has the strongest signal of ongoing impact.", + "best_issue_reason": "Same as canonical: it is the clearest umbrella for the recurring offloading-under-quantization failures in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: FSDP CPU-efficient loading vs a ModelOutput key-assignment defect." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key handling." + }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different failure classes: model/processor loading in vLLM vs a torch/transformers version incompatibility." + "reason": "Separate failures: a specific vLLM/PaddleOCR-VL load issue vs torch-transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "One is a video-input regression in Qwen VL models; the other is a Gemma4 PLE device-mismatch forward bug." + "reason": "Both are multimodal/device-related, but the concrete failures differ: video-input regression vs forward device mismatch." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning Qwen2.5-VL on multi-image iterable data." + "reason": "Progressive generation with embeds/past KV is unrelated to iterable-dataset multi-image finetuning." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized handling is a constructor/init bug, while granite_speech loading is a strict-config issue." + "reason": "Init-empty-weights argument mismatch is a different loading bug from strict config rejection." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 CUDA reserved-memory regression and the other is Sam3Video memory usage." + "reason": "Different OOM causes and code paths: int4 quantization memory growth vs Sam3Video model memory usage." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures around torch_compilable_check." + "reason": "CPU-offload device mismatch is unrelated to torch.export failures from torch_compilable_check." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "These are different models and different loading problems; they do not point to the same bug." + "reason": "Two separate model-load failures with no clear shared code-path or root cause." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Tokenizer special-token insertion for one model is not the same concrete regression as wrong token IDs across multiple models." + "reason": "Both are tokenizer regressions, but one is model-specific add_special_tokens behavior and the other is a broader wrong-token-id regression." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL RoPE index scaling are unrelated code paths." + "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope/position id handling." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to export-time torch_compilable_check failures." + "reason": "Device-mismatch on CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Device-mismatch on offload and DAC from_latents/STE mismatch are different bugs in different models." + "reason": "Tokenizer crashes on NER/padding are unrelated to export/check failures in vision models." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures." + "reason": "Both mention device_map=auto, but the failing models and symptoms differ; not the same underlying bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/garbage generation is unrelated to Bamba torch.compile SDPA behavior." + "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech adapter checkpoint loading are separate issues." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT checkpoint loading." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoding is unrelated to OmDet processor/model resolution mismatch." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to the OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:43317", "right": "issue:43873", - "accept": false, - "reason": "Both involve offload/quantization, but one is a load failure on gpu+cpu offload and the other is a broader quantization offloading complaint." + "accept": true, + "reason": "These describe the same offloading+quantization loading path: a concrete device_map/offload failure and the broader quantization/offloading regression." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs errors and multi-image Qwen2.5-VL finetuning failure are different problems." + "reason": "SigLIP2 doc/example issues are unrelated to Qwen2.5-VL multi-image finetuning failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying serialization and bfloat16 dtype mismatches are not the same bug." + "reason": "Weight tying/garbage text generation is not the same bug as bfloat16 dtype mismatch in CI." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "A missing pad_token_idx config field is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx and failing to unwrap text_config are separate config/model-construction issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batching bug in MIMI and Perceiver non-default-resolution failure are different model behaviors." + "reason": "Different image-processing problems: padding-mask behavior vs interpolation on non-default resolution." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "MoE weight conversion/loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated symptoms." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." + "reason": "High perplexity is not the same as gradient checkpointing being ineffective under LoRA." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head serialization inconsistency is not the same as wrong visual-encoder keys in Qwen3.5 save_pretrained." + "reason": "Serialization of tied lm_head weights is a different bug from incorrect visual encoder key saving." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying causing bad generation is unrelated to packed-weight unpacking during accelerate loading." + "reason": "Weight-tying failure is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction bug and missing all_tied_weights_keys attribute are unrelated." + "reason": "BeitImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading failures do not match a tokenizer-version-change regression." + "reason": "Both touch loading/offloading broadly, but tokenization changes are a different subsystem and bug class." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL load failure and strict granite_speech config loading are separate model/config issues." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Model loading failure and tokenizer loading failure for a different model are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Qwen3.5 flash-attention generation failure are different concrete code paths." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are unrelated failures." + "reason": "A vLLM/PaddleOCR-VL load failure is unrelated to strict config blocking granite_speech config loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted pair (issue:43317 \u2194 issue:43873) is a plausible duplicate pocket around quantization/offloading load failures, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles/descriptions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3890,21 +3813,19 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:34634", "issue:35707", - "issue:36010", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43316", "issue:43317", "issue:43322", "issue:43404", @@ -3920,6 +3841,7 @@ "issue:43749", "issue:43873", "issue:43881", + "issue:44008", "issue:44186", "issue:44387", "issue:44423", @@ -3929,8 +3851,8 @@ "issue:44756", "issue:44877", "issue:44898", - "issue:44913", "issue:44918", + "issue:44977", "issue:44991", "issue:45072", "issue:45081", @@ -3942,18 +3864,22 @@ "issue:45701", "issue:45704", "issue:45812", + "issue:45823", "issue:46050" ], "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", "issue:43404|issue:45357", - "issue:34634|issue:35707", "issue:42617|issue:42915", + "issue:34634|issue:35707", "issue:35707|issue:41720", "issue:43577|issue:43708", "issue:45632|issue:45684", "issue:44186|issue:45072", - "issue:44423|issue:45406", "issue:44877|issue:44991", + "issue:44423|issue:45406", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:43450|issue:45701", @@ -3967,237 +3893,241 @@ "issue:44479|issue:44918", "issue:43550|issue:43606", "issue:42915|issue:43317", - "issue:43316|issue:44913", "issue:41720|issue:43322", "issue:43295|issue:45701", "issue:40990|issue:45701", "issue:41720|issue:45161", "issue:45081|issue:45812", "issue:41720|issue:42617", - "issue:43531|issue:43572", "issue:43526|issue:43881", - "issue:36010|issue:42617" + "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "5e4bfdb7db60ddd9add9ed20d154201a755b2f56bfb9416b7061e5fadd364808", + "prepared_review_unit_hash": "20d96aded8a285ef18a9f35db27602d1c759852f5ae0587c245aac1abfd796af", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37291, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "soft_pair_count": 33, + "serialized_chars": 37656, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous; the soft links look like loose topical similarity rather than true duplicates, so no pair should be merged. If one issue must serve as the anchor, issue 41720 is the most central runtime/device-mapping failure among the candidates, but the cluster does not form a single duplicate family.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 41720 is the most connected item in the set and is a concrete runtime/device-mapping failure, but the overall cluster is too mixed to treat it as a true duplicate canonical.", + "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning tokenization, multimodal processors, quantization/offload, trainer behavior, and model-specific loading/runtime bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41720 is the best anchor only because it is relatively central and has a clear, reproducible failure mode; however, it should not be interpreted as a true duplicate representative of the whole set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: tied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Different failures: glm-4v loading crash vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Unrelated models and failures: BarkProcessor voice_preset vs progressive generation with inputs_embeds/past_key_values." + "reason": "Different code paths: Qwen3 auto device-map CUDA assert vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head in Mistral3ForConditionalGeneration; the other is Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failure modes: inability to run 3d_parallel.py vs Qwen3Moe with FineGrainedFP8Config." + "reason": "Unrelated failures: 3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both are generation/runtime issues, but one is inputs_embeds/past_key_values and the other is Qwen3 auto device mapping on A800." + "reason": "Different problem domains: generation-cache behavior vs Qwen3 device-mapping CUDA assert." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Dtype propagation bug in Blip2 is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Blip2 dtype staying float32 is unrelated to Trainer resume/max_steps calculation." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + "reason": "Cache-path collision and read-only permission propagation are separate save_pretrained issues." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER inputs is a different code path from dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer padding/truncation crash is not the same as dtype mismatch in inference wrappers." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both involve serve/multimodal crashes, but one is a str.to error in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "Strict granite_speech config loading and est-roberta tokenizer loading are different regressions." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Continuous-batching multimodal crash differs from Gemma4Processor missing _tokenizer." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both touch model loading/compilation, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking during accelerate loading." + "reason": "SDPA/torch.compile bug in Bamba is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failures." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to a broad tokenization behavior change." + "reason": "Video processor batched-shape bug is unrelated to a broad tokenizer-version regression." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading is a loading/offload issue, while the other is non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM efficient loading breakage is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API mismatch and 3d_parallel.py execution failure are different subsystems and bugs." + "reason": "Trainer kwarg compatibility bug and 3d_parallel.py failure are different issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Perceiver interpolation failure." + "reason": "Different image-processing bugs: OmDet-Turbo size mismatch vs Perceiver non-default-resolution failure." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading problems are only loosely related; one is general offloading with quantization, the other is mmap OOM on Strix Halo." + "reason": "Quantized offloading behavior and Strix Halo mmap OOM are separate memory/loading problems." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and processor resolution mismatch are different model components and failure paths." + "reason": "LayoutLMv2Tokenizer crash is unrelated to OmDet-Turbo processor output-size mismatch." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." + "reason": "Llava Next loading segfault and sinq save/load quantization break are different bugs." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM is a quantization memory issue, while the other is a T5 RMSNorm memory leak through apex." + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to apex FusedRMSNorm memory leak in T5." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video input regression across Qwen VL variants is unrelated to unpacking Qwen3.5 input embeddings with TRL SFTTrainer." + "reason": "Video-input regression across Qwen variants is not the same as TRL embedding unpacking failure." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are load/runtime failures, but one is torch.compile+SDPA on Bamba and the other is CPU offload device mismatch on Bark-small." + "reason": "Bamba SDPA/compile failure is unrelated to bark-small CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with gpu+cpu offload." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Qwen3Moe FP8 loading failure and dequantized model GPU+CPU offload failure are distinct." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different symptoms and subsystems: auto device mapping cudaErrorAssert vs segmentation fault while loading Llava Next." + "reason": "Qwen3 CUDA assert and Llava Next segfault affect different models and code paths." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 is unrelated to a tokenization behavior change report." + "reason": "processor.tokenizer regression is not the same bug as a general tokenization-version change." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is not the same underlying bug as generic version-dependent tokenization changes." + "reason": "High perplexity on gpt-oss-20b is unrelated to tokenizer-version changes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is auto device mapping on A800 and the other is only-TP behavior; not the same bug." + "reason": "Qwen3 device-map assert and GPT-OSS tensor-parallel issue are different failures." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Granite tokenizer ID regression are distinct tokenizer bugs." + "reason": "Mistral regex patch crash is unrelated to Granite token ID regression in AutoTokenizer." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping failure and inability to run 3d_parallel.py do not share the same concrete code path." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + "reason": "Qwen3 CUDA assert and 3d_parallel.py runtime problem are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v loading failure." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." + "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are different issues." } ] }, @@ -4216,21 +4146,23 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:29159", "issue:30064", - "issue:33666", "issue:34567", "issue:34634", "issue:35707", + "issue:36010", "issue:36032", "issue:41720", "issue:42490", + "issue:42617", "issue:42915", + "issue:43316", "issue:43322", "issue:43329", "issue:43388", @@ -4253,13 +4185,11 @@ "issue:44509", "issue:44514", "issue:44545", - "issue:44589", "issue:44671", "issue:44743", "issue:44898", - "issue:44987", + "issue:44913", "issue:44991", - "issue:45042", "issue:45059", "issue:45072", "issue:45357", @@ -4271,22 +4201,24 @@ "issue:45812" ], "soft_pairs": [ + "issue:43316|issue:44913", + "issue:36010|issue:42617", "issue:43540|issue:43782", "issue:44671|issue:44743", "issue:43421|issue:45812", "issue:44186|issue:44361", - "issue:45406|issue:45464", "issue:29159|issue:36032", + "issue:45406|issue:45464", "issue:30064|issue:34634", "issue:44492|issue:44509", - "issue:43421|issue:45701", "issue:43606|issue:43720", + "issue:43421|issue:45701", "issue:43550|issue:43653", "issue:42915|issue:43322", "issue:43388|issue:45059", "issue:43606|issue:43653", - "issue:44514|issue:44545", "issue:43531|issue:45759", + "issue:44514|issue:44545", "issue:34567|issue:35707", "issue:43421|issue:43927", "issue:44368|issue:45357", @@ -4294,211 +4226,202 @@ "issue:42490|issue:43329", "issue:41720|issue:43746", "issue:44898|issue:45072", - "issue:43873|issue:45704", - "issue:44987|issue:45042", - "issue:43531|issue:44589", - "issue:33666|issue:35707" + "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "f118d158912b48c1e995609c7aafabbd2cee241aa3c13d9f194b43db65c92eb7", + "prepared_review_unit_hash": "49f409b7e7626dc95e73c518343c0809ddff9bb66ee8d342d855ea62e389313c", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35929, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "soft_pair_count": 26, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate tokenizer/model/processor bugs. The strongest anchor remains issue:45812 as a broad cross-model tokenizer regression. Several pairs are superficially similar, but the packet usually only shows shared themes or titles; there is not enough body-level evidence to confidently merge them as duplicates. The Qwen2_5_VLProcessor pair is especially close in title, but still needs the underlying failure details to be shown before calling it a duplicate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45812 is the broadest and most representative standalone issue here: it describes a cross-model AutoTokenizer mis-tokenization regression with clear user impact and a likely shared root cause.", + "summary": "This cluster is mostly heterogeneous issue reports across unrelated subsystems. The only clear duplicate is the pair of Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False (issues 44514 and 44545).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44514 is the earliest and more detailed report for the only true duplicate pair in the set, so it is the cleanest canonical issue target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best issue anchor because it is concrete, high-impact, and general enough to represent the cluster\u2019s recurring tokenizer-regression theme.", + "best_issue_reason": "Issue 44545 is the best consolidation target overall because it reports the same bug, has inbound references, and likely captures later discussion around the duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload behavior; different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated failure modes." + }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen-related, but one is video-input processing and the other is from_pretrained weight_only loading. Same family, different bug." + "reason": "Different Qwen multimodal loading/runtime errors with different triggers and code paths." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Unrelated code paths: CamemBERT MLM prediction regression vs Qwen3.5 recurrent-state reset in modular generation." + "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor syncing after special-token edits and the other is wrong token IDs for Granite models. Not the same concrete bug." + "reason": "Both touch tokenizer behavior, but one is runtime post-processor updates and the other is wrong Granite token IDs; not the same bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer failures for different models and inputs; no shared concrete failure path is evidenced here." + "reason": "Different tokenizer classes and different crash conditions." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Both involve serving/inference, but one is a Gemma4Processor attribute bug and the other is a streaming chat/completions failure. Too different to merge." + "reason": "Inconsistent slow/fast tokenizer behavior is broader and separate from the T5 add_special_tokens load conflict." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Both mention tokenizers, but one is slow/fast consistency and the other is a T5 tokenizer load-time attribute conflict. Separate issues." + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure are different code paths." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processor implementations and different failures: void segmentation maps vs Bark voice_preset handling." + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs-ish, but one is a cache-strategy typo and the other is stale pipeline documentation. Not duplicate content." + "reason": "A typo in cache strategies docs and removed pipeline task documentation are both docs issues but not the same change." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Tokenization is the broad theme, but one is special-token post-processor syncing and the other is a version-related tokenization change. Not the same bug." + "reason": "Both involve loading/offload, but they are distinct model-specific bugs with different symptoms and causes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Both involve accelerate/offload/loading, but the concrete failures differ: CPU offload device mismatch vs packed-weight unpacking during loading." + "reason": "Runtime special-token post-processing update and version-dependent tokenization changes are different problems." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Completely different subsystems: torch.compile/SDPA runtime failure vs tokenizer special-token registration and decode output." + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different model-loading/runtime problems with no shared code path: FineGrainedFP8Config failure vs Llava Next segmentation fault." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate issues." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different bug classes: distributed metrics collation vs SAM3 text/box behavior." + "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior do not share the same bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different root causes and code paths: offload device mismatch vs tokenizer special-token registration." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": false, - "reason": "The titles are nearly identical, but the packet does not show matching body-level failure details beyond the shared symptom and cross-reference signals. That is not enough evidence to merge them as the same crash." + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3/Qwen3-MoE related, but one is sliding_window behavior and the other is config unwrapping for composite multimodal models." + "reason": "Sliding-window behavior in Qwen3-MoE and composite config unwrapping are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same batched apply_chat_template crash with padding=False; clearly the same underlying bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking vs progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Different tokenizer state issues: runtime special-token updates not refreshing post-processing vs save/load losing custom token IDs." + "reason": "One is tokenizer backend runtime special-token syncing; the other is DiaConfig custom token IDs persisting incorrectly." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tied embeddings during LoRA fine-tuning; the other is incorrect visual encoder keys saved for Qwen3.5. Different failure mode." + "reason": "A warning about tie_word_embeddings and an incorrect save_pretrained key regression are different issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are version-sensitive tokenizer loads, but they affect different model families and likely different compatibility problems." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token counting bug are unrelated." + "reason": "Local path trailing-slash import warning and undefined variables in multimodal token counting are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different runtime problems: auto device mapping cuda assert vs PEFT adapter loading for GraniteSpeech." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are distinct bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model classes and failure paths: image-size interpolation issue vs bfloat16 dtype mismatch." + "reason": "Perceiver interpolation failure and bf16 dtype mismatch in different model wrappers are not the same issue." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Both are version regressions, but one is model loading and the other is image-processor torchvision dependency handling. Not the same bug." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to the Float8 storage deserialization error." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Multi-GPU training and progressive generation are different workflows and bugs." + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall grouping is mostly grounded, but one soft-edge verdict is too strong for the packet: the 44514/44545 note claims they have the \"same crash,\" which is not evidenced here beyond matching titles and cross-references. The summary also leans a bit too hard on certainty with \"only\" true duplicates. Please keep the duplicate call conservative unless the packet shows identical body-level failure details." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by the identical titles and matching crash description, and the rest are plausibly rejected as different bugs or code paths. The cluster-level summary is appropriately cautious." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4510,13 +4433,15 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:30064", + "issue:33666", "issue:34634", + "issue:35707", "issue:36010", "issue:39692", "issue:41720", @@ -4527,11 +4452,8 @@ "issue:43531", "issue:43540", "issue:43596", - "issue:43618", "issue:43653", - "issue:43697", "issue:43720", - "issue:43746", "issue:43782", "issue:43819", "issue:43844", @@ -4539,10 +4461,10 @@ "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", "issue:44451", + "issue:44589", "issue:44610", "issue:44625", "issue:44661", @@ -4550,8 +4472,9 @@ "issue:44843", "issue:44918", "issue:44936", + "issue:44987", + "issue:45042", "issue:45081", - "issue:45183", "issue:45356", "issue:45381", "issue:45479", @@ -4561,24 +4484,26 @@ "issue:45759", "issue:45859", "issue:45907", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", "issue:45759|issue:45859", "issue:44062|issue:44451", "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:45588|issue:45759", - "issue:45663|issue:45923", - "issue:44918|issue:44936", "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45663|issue:45923", "issue:43421|issue:43653", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43525|issue:43531", - "issue:45704|issue:45859", "issue:34634|issue:41720", + "issue:45704|issue:45859", "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:39692|issue:43873", @@ -4589,228 +4514,214 @@ "issue:44220|issue:44661", "issue:43720|issue:43819", "issue:30064|issue:36010", - "issue:43540|issue:44008", - "issue:43746|issue:46050", - "issue:43618|issue:43697", - "issue:43653|issue:43720", - "issue:45183|issue:45479", - "issue:44077|issue:44625" + "issue:43540|issue:44008" ], - "prepared_review_unit_hash": "7a089531b5a5e5426d83f7f05de0f62a35740aa4365e2e34f52dcfe78269af27", + "prepared_review_unit_hash": "14cf25bb103c05fc31cfc5652c9212251a7e8e5b5ec1e6f5ad48e2c4d11a5d15", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37049, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a set of unrelated Transformers bugs/regressions across tokenizers, multimodal models, quantization/offload, and training code. I did not find any soft pairs that look like the same underlying defect.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43873 is the strongest standalone issue in this set: it is active, has multiple references/discussion, and describes a concrete high-impact runtime regression around quantization/offloading.", + "summary": "This set is mostly heterogeneous and does not form one duplicate group. The only clear duplicate pair is the offline tokenizer regression: 42886 and 44843 both point to the same HF_HUB_OFFLINE / tokenizer-loading failure, with 44843 exposing the likely root cause.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44843 is the best anchor for the only genuine subcluster because it identifies the specific `_patch_mistral_regex` / unconditional `model_info()` offline regression, while 42886 is the broader symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is also the best issue to keep as the representative bug report because it is broad, reproducible, and directly actionable for maintainers.", + "best_issue_reason": "44843 is the most actionable and specific statement of the underlying bug, so it is the best representative issue among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: model loading for a specific repo vs PIL image processor dependency handling." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a storage/type import error. No shared code-path." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds/past_key_values." + }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different bugs: one is text_config unwrapping for composite Qwen multimodal configs, the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Composite config unwrapping in `from_config` is unrelated to CPU offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-loading failures, but the root causes differ: AddedToken keyword duplication vs a model-specific load failure for ScandiBERT." + "reason": "Generic tokenizer `AddedToken` argument collision is not the same concrete bug as failing to load one specific model repo." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and different failures: SigLIP2 example/model mismatch plus quantization issues vs OmDet-Turbo processor size mismatch." + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor size mismatch are different model/processor issues." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Unrelated bugs: a T5 apex RMSNorm memory leak vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag on a trust-remote-code model." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different code paths: flash_attention s_aux=None crash vs Qwen composite config unwrapping." + "reason": "Flash-attention `s_aux=None` crash and Qwen composite-config unwrapping failure are different code paths." }, { - "left": "issue:45663", - "right": "issue:45923", - "accept": false, - "reason": "Gemma-4 FSDP2 KeyError in attention state handling is unrelated to a gradient-checkpointing flag omission." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 names the likely root cause in `_patch_mistral_regex`, and 42886 is the user-facing cache-load failure." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve trainers, but the failures are distinct: Qwen3.5 embedding unpacking in SFT vs evaluate() breaking after train()." + "reason": "TRL SFT unpacking failure is unrelated to trainer.evaluate() breaking after train()." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both are offline-mode related, but one is cache loading failure and the other is an unconditional model_info() call in _patch_mistral_regex; not the same concrete bug." + "reason": "Gemma-4 FSDP2 `shared_kv_states` bug is unrelated to the gradient-checkpointing flag issue." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + "reason": "Special-token post-processor update behavior is not the same as BigBirdTokenizer mask-token registration causing empty decode output." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different problems with different triggers." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizersBackend post-processor updates and LayoutLMv2 NER padding/truncation crashes are unrelated failures." + "reason": "TokenizersBackend runtime special-token updates and LayoutLMv2 NER/padding crashes are different bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Missing `pad_token_id` on Llama4Config is unrelated to Qwen3-MoE sliding-window behavior." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different root causes: apex FusedRMSNorm memory leak in T5 vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "BarkProcessor voice preset handling and Qwen3 auto device-mapping CUDA asserts are unrelated." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device-mapping cuda asserts." + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU offload incompatibility are different problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is from_pretrained with weight_only=True and the other is incorrect video vision_position_ids; not the same bug." + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL video vision-position-id bug are different failure modes." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a crash in _patch_mistral_regex while loading a tokenizer and the other is a Kimi-K2.5 codec/warning regression." + "reason": "Both involve tokenizer regex handling, but one is a hard crash in `_patch_mistral_regex` while the other is a codec-handling regression with a misleading warning; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to the general offloading/quantization bug in issue:43873." + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + "reason": "Tokenizer codec/regression issues are unrelated to `list_repo_files` failing to forward `revision`." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and single-label classification zero-loss behavior are different model/config bugs." + "reason": "Config propagation for Qwen3.5 is unrelated to the broader single-label-classification zero-loss issue." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different regressions: SigLIP2 nonsense outputs vs CamemBERT masked-LM prediction errors." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3 initialization index error in BertModel is unrelated to _torch_extract_fbank_features()." + "reason": "DeepSpeed ZeRO-3 initialization failure is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and tokenizer-mapping-name handling are separate subsystems and failures." + "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and DAC.from_latents/STE mismatch are unrelated implementation bugs." + "reason": "Packed-weight loading under accelerate and DAC STE mismatch are different model implementation bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error do not share the same root cause." + "reason": "Void segmentation map processing failure is unrelated to a `GenerationMixin` import error." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input processing failure is unrelated to Gemma3n's audio_mel_mask variable collision." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and sinq quantized save/load breakage are different code-path problems." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIPOutput attentions not being assigned and RTDetrV2 output changes in v5 are distinct regressions." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated bugs." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Wrong/misleading input validation errors are not the same as the zero-loss classification bug for num_labels=1." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." + "reason": "Qwen3OmniMoe video-input validation and Gemma 3n variable-name collision are different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairings are clearly about different models/subsystems, and the lone accepted pair (42886/44843) is well supported by the titles as the same offline tokenizer-loading regression. The soft-edge rejections are appropriately conservative given the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4825,11 +4736,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:30064", "issue:36331", - "issue:39692", "issue:42915", "issue:43295", "issue:43335", @@ -4839,29 +4749,29 @@ "issue:43540", "issue:43550", "issue:43577", + "issue:43618", "issue:43643", "issue:43653", + "issue:43697", "issue:43716", + "issue:43720", "issue:43746", "issue:43756", "issue:43782", "issue:43818", "issue:43819", - "issue:43825", "issue:43873", "issue:43950", - "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44448", - "issue:44485", "issue:44488", - "issue:44509", "issue:44561", + "issue:44625", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -4869,232 +4779,233 @@ "issue:45020", "issue:45072", "issue:45081", - "issue:45084", + "issue:45183", "issue:45381", - "issue:45584", + "issue:45479", "issue:45834", "issue:45987", - "issue:46032" + "issue:46032", + "issue:46050" ], "soft_pairs": [ + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:44077|issue:44625", "issue:43388|issue:46032", "issue:42915|issue:43746", "issue:43335|issue:43756", "issue:43716|issue:44008", - "issue:43295|issue:45834", "issue:43550|issue:45072", + "issue:43295|issue:45834", "issue:43550|issue:43819", "issue:43746|issue:43873", "issue:43950|issue:45987", "issue:44186|issue:44898", "issue:44062|issue:44488", - "issue:44843|issue:45081", "issue:43653|issue:43819", + "issue:44843|issue:45081", "issue:43531|issue:43643", - "issue:43643|issue:44877", "issue:43540|issue:45381", - "issue:43577|issue:43818", "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43643|issue:44877", "issue:44448|issue:44671", "issue:43421|issue:44811", "issue:30064|issue:36331", - "issue:44561|issue:45020", - "issue:44821|issue:45084", - "issue:39692|issue:45834", - "issue:44485|issue:44509", - "issue:45584|issue:45834", - "issue:43825|issue:43994" + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "dcc36a166ffc30ba8ffce8c037835a67b6c6fabf44c9ddf4e56909b5b382e330", + "prepared_review_unit_hash": "70e81c54da60f475ac6f93655de60825eeafe261d6c2ccb5c05852d275b7c7da", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36161, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated regressions across tokenizers, vision, quantization, model loading, and training APIs. The soft pairs are mostly thematic similarities, not the same concrete bug or change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous: tokenizer/config/model-regression reports across many unrelated code paths. None of the soft pairs look like true duplicates; the broadest umbrella item is the remote_code regression report, but it only serves as a weak cluster representative.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the issues, covering recent remote_code-related regressions, while the others are narrower model- or tokenizer-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest, most cluster-central report (remote_code regressions in recent transformers versions), so it is the best representative issue, but it does not actually cover the rest of the heterogeneous set.", + "best_issue_reason": "issue:45020 is the best available placeholder for the cluster because it is the most general and reusable report, though it is not a true duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: local checkpoint loading with PEFT adapters vs quantized model save/load corruption after sinq." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated failures: missing CLIPOutput attentions vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different tokenizer/loader paths: BigBirdTokenizer mask token registration vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different validation/modeling issues: input_ids vs inputs_embeds error handling vs degenerate zero loss for single-label classification." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config problems: optional post_init restriction vs num_labels propagation in Qwen3.5." + }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different bugs: gather_for_metrics label truncation vs Mamba2 use_cache corruption." + "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache producing wrong results." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Different model families and failures: Qwen3Moe FP8 config vs GraniteSpeech PEFT checkpoint loading." + "reason": "Different subsystems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech local checkpoint loading with PEFT adapters." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different config/model behaviors: sparse encoder layer creation vs Smollm3 RoPE layer drop." + "reason": "Different model bugs: sparse layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are dtype/vision-adjacent, but one is image preprocessor mismatch and the other is Gemma3n audio mask name collision." + "reason": "Different failure modes: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Different regressions: processor.tokenizer/image forwarding vs long OCR index error." + "reason": "Different models and causes: Bamba torch.compile+SDPA failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different code paths: torch.compile + SDPA bug vs bfloat16 inference dtype mismatch." + "reason": "Different regressions: processor.tokenizer/image handling breakage vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different failure modes: SDPA/compile issue vs DAC.from_latents vs forward mismatch." + "reason": "Different concrete bugs: SDPA/torch.compile issue in Bamba vs DAC.from_latents mismatch from missing STE." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different root causes: PEFT local checkpoint loading vs quantization offloading behavior." + "reason": "Different loading/runtime issues: PEFT checkpoint loading vs offloading with quantization." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Different API contracts: non-persistent buffer corruption vs StaticCache.get_seq_length return type." + "reason": "Different API regressions: non-persistent buffer corruption on from_pretrained vs StaticCache.get_seq_length return type bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: LayoutLMv2 tokenizer crashes vs Perceiver image classification with non-default resolution." + "reason": "Different model/tokenizer paths: LayoutLMv2Tokenizer NER padding crash vs Perceiver image-classification resize/interpolation failure." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer issues: AddedToken special arg collision vs failure to load a specific model." + "reason": "Different tokenizer bugs: AddedToken special-flag conflict vs failure to load a specific model." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Different offline/regression bugs: unconditional model_info call vs Mistral regex patch crashing on tokenizer internals." + "reason": "Different bugs in different components: special-token registration vs DAC forward/from_latents mismatch." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model areas: BigBirdTokenizer special-token registration vs DAC latent/forward mismatch." + "reason": "Same general area but different bugs: offline model_info call in _patch_mistral_regex vs backend_tokenizer attribute error in the same helper." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Both involve loading/configuration, but one is sliding_window behavior in Qwen3-MoE and the other is missing fields from trust_remote_code AutoConfig." + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Related to config loading, but not the same bug: missing fields in AutoConfig return vs strict granite_speech config rejection." + "reason": "Both are vision/video-related, but the bugs differ: Qwen3OmniMoe video input ValueError vs Qwen2.5-VL vision_position_ids mismatch." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different multimodal bugs: video input processing error in Qwen3OmniMoe vs incorrect vision_position_ids in Qwen2.5-VL." + "reason": "Different Qwen3-family failures: weight_only loading error vs flash-attention generation regression." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different model components: BLIP2 dtype loading issue vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Different models and symptoms: Blip2 dtype persistence vs Video-LLaVA missing temporal attention/shared weights." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Different generation failures in different models: Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue." + "reason": "Both are config-loading regressions, but one is missing fields with trust_remote_code and the other is strict config rejecting granite_speech." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are output-quality regressions, but Pegasus v4/v5 differences and CamemBERT masked LM predictions are separate model-specific bugs." + "reason": "Both are v5 regressions, but they affect different models and outputs: Pegasus generation vs CamemBERT masked LM." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Related to tokenization post-processing, but one is runtime special-token updates and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Different tokenizer/processor bugs: runtime post-processor not updating vs Whisper batch_decode skipping special tokens." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different domains and APIs: image processor void segmentation maps vs CustomTrainer compute_loss signature mismatch." + "reason": "Completely different failures: void segmentation map processing vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/trust_remote_code regressions, but they are different concrete breakages in different code paths." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "Different loader/template problems: AutoImageProcessor URL loading vs template compilation error." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Different problems: SigLIP2 doc/example issues and quantization failure vs Kosmos2.5 long OCR input index error." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "Different topic scope: GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Different multimodal failures: Whisper empty transcription after alignment vs Kosmos2.5 OCR input length indexing." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Different issue types: pipeline translation-task messaging vs SigLIP2 model/pipeline nonsensical results." + "reason": "Related only at a high level: specific is_torch_fx_available breakage vs broad remote_code regressions; not the same underlying bug." } ] }, @@ -5113,19 +5024,19 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", + "issue:39692", "issue:42175", "issue:43262", "issue:43322", - "issue:43329", "issue:43404", "issue:43452", "issue:43526", @@ -5136,39 +5047,44 @@ "issue:43653", "issue:43697", "issue:43720", - "issue:43742", "issue:43782", "issue:43819", "issue:43825", "issue:43827", "issue:43906", + "issue:43994", "issue:44060", "issue:44186", "issue:44368", "issue:44442", "issue:44479", + "issue:44485", + "issue:44509", "issue:44610", "issue:44671", "issue:44805", + "issue:44821", "issue:44857", "issue:44912", "issue:44936", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45406", - "issue:45459", "issue:45538", - "issue:45600", + "issue:45584", "issue:45685", "issue:45701", - "issue:45803", "issue:45834" ], "soft_pairs": [ + "issue:44485|issue:44509", + "issue:44821|issue:45084", "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43825|issue:43994", + "issue:45584|issue:45834", "issue:44479|issue:45834", "issue:43606|issue:45072", "issue:43825|issue:43827", @@ -5179,8 +5095,8 @@ "issue:28218|issue:29159", "issue:43452|issue:44991", "issue:44610|issue:45072", - "issue:42175|issue:45081", "issue:43720|issue:45072", + "issue:42175|issue:45081", "issue:45081|issue:45406", "issue:43404|issue:43782", "issue:43582|issue:44857", @@ -5190,195 +5106,204 @@ "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:45084|issue:45538", - "issue:43742|issue:45020", - "issue:43653|issue:44912", - "issue:43329|issue:45600", - "issue:45459|issue:45803" + "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "da577da15239fb0ad6dbd0e62c03f3603704370e8d62ef302a82696a36f26caa", + "prepared_review_unit_hash": "77e8243a05a682560bcabea717c3c76527a9b400887e57836fa3a6e8a92a3ead", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35743, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "soft_pair_count": 28, + "serialized_chars": 36253, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate/one-change match; most are only loosely related by subsystem or symptom. The cluster is heterogeneous, so there is no PR to choose and only a broad issue can serve as a weak anchor.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45701 is the broadest, most central report in this set (tokenization changes across versions) and has the strongest linkage/activity, so it works best as an umbrella issue if one must be chosen.", + "summary": "No soft edges should be accepted; the candidate pairs describe different bugs, regressions, or doc issues rather than the same underlying change. There is no real duplicate cluster in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43825 is the clearest standalone bug report in the set, but there is no true duplicate cluster to canonicalize around it.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most representative issue-level anchor because it describes a general regression class rather than a narrow model-specific failure.", + "best_issue_reason": "issue:43825 is the best overall issue candidate here: it is specific, user-facing, and actionable, with a narrowly defined regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Different topics: GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: AutoImageProcessor URL loading vs a template compilation TypeError." + }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different failures: Llava Next loading causes a segfault, while mps histogram_mps is an Apple Silicon Int type error in a different code path." + "reason": "Different models and code paths: Llava Next load-time segfault vs an MPS histogram/int error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index errors are separate issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message regression; the other is nonsensical SigLIP2 outputs. Not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index errors are different code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal regressions, but one is a video-input regression in several Qwen VL models and the other is a long-OCR index error in Kosmos2.5." + "reason": "Video-input regression in Qwen VL models is unrelated to Kosmos2.5 OCR handling." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention loading/inference mismatches, but the concrete bugs differ: CPU offload device placement vs bf16 dtype mismatches for different models." + "reason": "Both are runtime mismatches, but for different models and causes: CPU offload vs bfloat16 dtype handling." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a bad pipeline() error message, the other is stale docs referencing removed pipeline APIs; related theme, not the same bug/change." + "reason": "Related to v5 pipeline removals, but one is an error-message fix and the other is documentation cleanup." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer problems for different models: LayoutLMv2 NER/batching crash versus FastSpeech2ConformerTokenizer load failure." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer loading failure are separate tokenizer bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import breakage are unrelated." + "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "One is an incorrect float32 dtype on load, the other is a TypeError in caching_allocator_warmup on Apple Silicon." + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError do not share the same underlying defect." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A mask/index shape mismatch during model work is unrelated to trainer.evaluate() failing after train()." + "reason": "Index/mask shape mismatch in one case vs trainer.evaluate() failure after training in another." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both concern tokenizer behavior, but the reports are not clearly the same underlying bug; one is added-token spacing, the other is slow/fast inconsistency." + "reason": "Both mention tokenizer behavior, but the second is too broad to \u092a\u0941\u0937\u094d\u091f\u093fably be the same added-token spacing bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading tokenizers, but one is gguf_file handling and the other is a specific tokenizer failing on transformers>=5." + "reason": "Both are loading-related, but for different mechanisms and models: gguf_file handling vs a tokenizer load failure on est-roberta." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Completely different bugs: OmDet-Turbo input sizing versus dtype mismatch warnings." + "reason": "OmDet-Turbo input-size mismatch and bfloat16 dtype mismatch are different regressions." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the reported dtype mismatches." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode than bf16 dtype mismatches." + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patching are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are loader crashes, but they affect different components/models and different missing attributes/code paths." + "reason": "Tokenizer backend access crash and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Both are weight/loading issues, but Mistral3 tied weights and Qwen3VL weight_only are distinct model-specific problems." + "reason": "Different models and symptoms: tied lm_head weights vs a Qwen3VL weight_only loading error." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crashes are unrelated." + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A data request and a reproduction of another issue are not duplicate bug reports." + "reason": "Placeholder text 'ADD THE DATA' is not a duplicate of an isolated reproduction report." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and a generic tokenization-version-change report are not the same bug." + "reason": "CamemBERT masked-LM regression and a general tokenization-version complaint are not the same issue." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Related only by tied-weights warnings; the underlying Qwen3-Next warning and the Qwen3.5 LoRA warning are different model/config issues." + "reason": "Both involve warnings about tied embeddings, but they target different models and warning semantics." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are unrelated." + "reason": "Audio apply_chat_template sampling-rate default and DAC.from_latents mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are different model failures." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are different problems." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "TypeError compiling template nodes and CLIPTokenizer model_max_length are unrelated tokenizer issues." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "Loading a specific model key error and general remote_code breakage are not the same concrete issue." + "reason": "Template-node compilation error and CLIPTokenizer model_max_length issue are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined helper names in a video-token branch and stale auto_mappings entries for removed configs are different maintenance bugs." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve overly broad exception handling, but they affect different functions and error types; not the same underlying bug." + "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." } ] }, @@ -5397,12 +5322,11 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ - "issue:29159", "issue:34567", "issue:34634", "issue:36010", @@ -5425,8 +5349,8 @@ "issue:43643", "issue:43644", "issue:43645", - "issue:43697", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -5439,19 +5363,23 @@ "issue:44589", "issue:44610", "issue:44811", - "issue:44849", "issue:44912", "issue:44936", "issue:44977", + "issue:45020", "issue:45042", "issue:45356", - "issue:45357", + "issue:45459", "issue:45488", - "issue:45701", + "issue:45600", "issue:45759", + "issue:45803", "issue:45859" ], "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45459|issue:45803", "issue:43638|issue:44936", "issue:43644|issue:43749", "issue:44589|issue:45042", @@ -5459,8 +5387,8 @@ "issue:38175|issue:44610", "issue:39692|issue:44912", "issue:43819|issue:43927", - "issue:36010|issue:43645", "issue:43854|issue:44977", + "issue:36010|issue:43645", "issue:43550|issue:44912", "issue:34634|issue:36331", "issue:43526|issue:44554", @@ -5478,219 +5406,216 @@ "issue:43329|issue:44479", "issue:34567|issue:40990", "issue:44568|issue:45488", - "issue:43606|issue:45859", - "issue:44849|issue:45701", - "issue:29159|issue:34567", - "issue:43697|issue:45357" + "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "d76d0ddfe96a9414c94a1be20d3628c84934d25112362862d4e3a465af49592d", + "prepared_review_unit_hash": "554af501757b53280fdc3bed6a1e59e23467ac15943b8e15ed1a8805c6b76b20", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37063, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, trainer-state bugs, audio/video processor issues, model-loading failures, quantization problems, and unrelated runtime errors. I do not see any pair that is clearly the same underlying bug/change, so no soft edge should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a safe canonical duplicate for the whole cluster; the broadest tokenization-regression report is issue 45701, but the cluster spans many unrelated subsystems, so it should not be treated as one duplicate set.", + "summary": "The cluster is not a duplicate set: the paired issues mostly describe different regressions across unrelated model families, loaders, and processor/tokenizer paths. Similar wording is often due to shared transformer-version symptoms, but the underlying bugs are distinct.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the broadest and most cross-cutting report in the set, but it is still only suitable as a weak thematic anchor, not a true duplicate canonical.", + "best_issue_reason": "No single canonical issue stands out because these items cover many unrelated defects; if a representative must be chosen, issue #45020 is the broadest regression report, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: MobileLLM-125M key error vs. remote_code breakage across recent versions. Shared version/regression context, but not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention multimodal config plumbing, but one is a video token-counting bug and the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling in tokenizer/image conversion paths, but they affect different functions and different failure modes." + }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: one is deepspeed zero3 with a non-pretrained Bert model, the other is evaluate() breaking after train()." + "reason": "Training-related reports, but one is a DeepSpeed ZeRO-3 indexing crash and the other is an evaluate-after-train state bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading/state handling, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading; different bugs and code paths." + "reason": "Both relate to loading/serialization regressions, but one is junk non-persistent buffers in v5.0.0 and the other is broken FSDP CPU RAM efficient loading." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated areas: a Float8 storage import error versus PIL image processors incorrectly requiring torchvision." + "reason": "Both are storage/backend compatibility issues, but one is a missing Float8 storage type and the other is an incorrect torchvision dependency for PIL image processors." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve model/processor behavior, but one is local checkpoint loading for PEFT-adapted GraniteSpeech models and the other is Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch in OmDet-Turbo." + "reason": "Both are vision-model correctness issues, but one is SigLIP2 unexpected zero probabilities and the other is an OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "One is a SigLIP2 docs/example issue with model/processor mismatch and quantization failure; the other is MXFP4 loading fallback for gpt-oss-20b." + "reason": "SigLIP2 doc example/quantization issues versus gpt-oss-20b MXFP4 quantization fallback; different models and different root causes." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model bugs: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs after save/load." + "reason": "DAC from_latents/STE mismatch is a codepath bug, while DiaConfig loses custom token IDs after save/load; both are generation-related but unrelated." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both involve transformers v5 breakage, but one is a GenerationMixin import error and the other is a custom-model initialization issue in Jupyter notebooks." + "reason": "Both concern Qwen-family loading/generation, but one is a unit-test model load issue and the other is a flash-attention generation regression." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation problems." + "reason": "GenerationMixin import failure is a module export problem; Jupyter custom-model initialization is a notebook/runtime issue, not the same defect." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated model/runtime issues: Bamba-9B-v2 torch.compile SDPA failure versus gpt-oss-20b MXFP4 quantization fallback." + "reason": "One is Bamba-9B-v2 failing under torch.compile with SDPA; the other is MXFP4 quantization fallback for gpt-oss-20b." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different components: BarkProcessor voice_preset versus a CustomTrainer.compute_loss signature error." + "reason": "Both touch trainer/audio-style APIs only superficially; Bark voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "No overlap in bug type: BeitImageProcessorFast label reduction versus an MPS attention correctness issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different failure modes and code paths: BitNet packed-weight loading versus OmDet-Turbo image-size mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is a loader bug; OmDet-Turbo has a processor/model image-size mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both are model-loading/configuration related, but one is lm_head tying for AyaVision and the other is dtype propagation for Blip2; not the same bug." + "reason": "AyaVision weight-tying failure causing bad text generation is distinct from Blip2 dtype propagation not updating model.qformer/model dtype." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both relate to loading, but FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized TypeError are both init/loading related, but the code paths and fixes differ." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Completely different domains: Qwen3-MoE sliding window behavior versus PIL backend image processors requiring torchvision." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated regressions." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and a CustomTrainer loss-signature TypeError are unrelated." + "reason": "Import path breakage for GenerationMixin is unrelated to a custom Trainer compute_loss signature change." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different areas: accelerate+deepspeed weight conversion for Qwen3 MOE versus undefined functions in multimodal video token counting." + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and multimodal video token counting are separate bugs in different subsystems." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are audio processor issues, but one is apply_chat_template sampling-rate defaulting and the other is batch_decode skip_special_tokens being ignored." + "reason": "Audio processor chat-template sampling-rate default differs from Whisper batch_decode skipping special tokens; both are processor issues, but not the same one." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special tokens insertion vs codec/warning behavior)." + "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec/regex warning regression affect different tokenizer implementations." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash path warning is not the same bug as missing MOE weight conversion during accelerate+deepspeed loading." + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated loading issues." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is unwrap logic for composite multimodal text_config." + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM.from_config text_config unwrapping are both config-related but distinct defects." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both touch video processors, but one is a token-counting bug with undefined helpers and the other is batched-shape output from the processor." + "reason": "Undefined helper names in multimodal token counting versus incorrect batched video processor output shape; related to video, but not the same bug." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Related only at a very high level; the video-token helper bug is not clearly the same as the broader v5.3.0 video-input regression." + "reason": "Both involve video VLM regressions, but one is a token-counting implementation error and the other is a broader v5.3.0 video input regression across models." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and high perplexity on WikiText are unrelated issues." + "reason": "TrainerState token counter not updating is a training bookkeeping issue; high perplexity on gpt-oss-20b is a model/perplexity evaluation problem." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer implementations and distinct failure mechanisms." + "reason": "Both tokenizer-related, but one is add_special_tokens behavior for mdeberta-v3 and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer semantics." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but one is a Bark device mismatch and the other is a Qwen3_5Moe rotary-embedding compatibility issue; not mergeable as one fix." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Different symptoms: Qwen3.5 output_hidden_states regression versus a broad tokenization change across versions." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "Different model regressions: RTDetrV2 output differences versus Qwen3.5 visual-encoder key saving issues." + "reason": "Both mention CPU offload, but bark-small device mismatch and Qwen3_5MoeTextRotaryEmbedding incompatibility are different code paths." } ] }, @@ -5712,58 +5637,61 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:24643", "issue:29159", "issue:33357", "issue:34567", - "issue:36010", "issue:36331", "issue:38175", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", "issue:43404", "issue:43452", - "issue:43493", "issue:43540", "issue:43577", "issue:43582", - "issue:43646", "issue:43696", + "issue:43697", "issue:43742", - "issue:43749", "issue:43756", "issue:43906", "issue:43927", "issue:43931", - "issue:43994", "issue:44062", "issue:44291", "issue:44479", "issue:44560", "issue:44737", "issue:44821", + "issue:44849", "issue:44898", "issue:44912", + "issue:44913", "issue:44987", "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45137", + "issue:45357", "issue:45381", "issue:45405", "issue:45538", "issue:45588", + "issue:45701", "issue:45823", "issue:45907", - "issue:45987" + "issue:45987", + "issue:46121" ], "soft_pairs": [ + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357", "issue:43257|issue:43931", "issue:44291|issue:45042", "issue:43452|issue:43582", @@ -5773,272 +5701,261 @@ "issue:42915|issue:44821", "issue:43927|issue:44912", "issue:44987|issue:45538", - "issue:42915|issue:45538", "issue:44479|issue:45381", + "issue:42915|issue:45538", "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:43317|issue:45538", "issue:43540|issue:44560", "issue:38175|issue:44898", "issue:43577|issue:45072", - "issue:43404|issue:45987", "issue:45137|issue:45405", "issue:24643|issue:29159", + "issue:43404|issue:45987", "issue:44737|issue:45588", "issue:43742|issue:44291", "issue:43257|issue:43756", "issue:44062|issue:44991", - "issue:43540|issue:45823", "issue:43257|issue:43696", + "issue:43540|issue:45823", "issue:43906|issue:45381", + "issue:44913|issue:46121", "issue:34567|issue:36331", - "issue:44062|issue:45081", - "issue:43493|issue:43994", - "issue:43646|issue:43749", - "issue:36010|issue:42175" + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "59341eb4ec80f21001fbc787035abcac0d4a65ae029a8d4f7a704686697ad1f8", + "prepared_review_unit_hash": "6698e05947841915b39d688509b225b2f45bbb539b0f8e5de07622d3eeed2c87", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37345, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "soft_pair_count": 33, + "serialized_chars": 37685, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with two plausible duplicate families standing out: SigLIP2 output-correctness reports and Qwen video-input regression reports. Everything else appears to be different bugs touching different code paths.", + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, vision, quantization, training, and device-mapping bugs. None of the soft pairs look like the same underlying defect or a mergeable PR-equivalent change.", "confidence": 0.64, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report and has the clearest duplicate-like companion (45381); it is the best single anchor if one issue must be chosen from this mixed set.", + "canonical_issue_reason": "issue:45701 is the broadest umbrella-style item and has the most inbound references, so it is the best candidate to represent the cluster even though the set is not a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most representative actionable issue here because it describes a concrete, versioned regression with multiple affected models and a clear fix surface.", + "best_issue_reason": "issue:45701 is the most globally suitable issue because it is open, broadly phrased, and appears to aggregate follow-up discussion better than the more specific bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization-related behavior, but one is a specific Qwen3.5 hidden-state bug and the other is a broad version-dependent tokenization change; not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency versus TrainerState token-count tracking are unrelated subsystems and failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different regressions: RTDetrV2 output drift vs Qwen3.5 visual encoder save_pretrained keys." + }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-related loading failures: MOE weight conversion under accelerate+deepspeed vs Qwen3-VL shape mismatch." + "reason": "Both are Qwen3-related loading issues, but one is MoE weights not converted with accelerate+deepspeed and the other is a weight-shape mismatch for Qwen3-VL; distinct code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated bugs: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-init compatibility bug, while PIL image processors requiring torchvision is an image-processor dependency regression." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Tokenizer/model gguf_file loading breakage and Apple Silicon allocator warmup TypeError are different code paths." + "reason": "gguf_file tokenizer/model loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different failures on different models: FineGrainedFP8Config on Qwen3Moe vs a key error loading MobileLLM-125M." + "reason": "Qwen3Moe FP8 configuration failure and MobileLLM key error are different model-loading bugs with no shared code path evident." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen-family failures, but one is a device-mapping assert on A800 and the other is a video-input ValueError in Qwen3OmniMoe; not the same bug." + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to a video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely different symptoms and subsystems: MacOS bus error on CLIP vs TrainerState token counter not updating." + "reason": "MacOS bus error on a CLIP model and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failures are different features and failure modes." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load custom token IDs and MXFP4 quantization fallback are different issues." + "reason": "DiaConfig losing custom token IDs on save/load is not the same as GPT-oss MXFP4 quantization falling back to bf16." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Tokenizer loading regression for a specific model and CLIPTokenizer max_length bug are unrelated." + "reason": "Loading a specific model with transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are separate tokenizer/model-loading issues." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Different model families and failures; no shared code path." + "reason": "Both involve Qwen VL/video regressions, but one is a broad v5.3.0 regression across multiple models and the other is a specific vision_position_ids bug for qwen2.5-vl." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression in 5.3.0; 45381 is a narrower report of the wrong vision_position_ids path covered by 44479." + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "One is an isolated reproduction of issue 38071; the other is a Qwen2.5-VL video-position bug. Not the same underlying bug." + "reason": "A failing model load in transformers>=5.1.0 and a repo-files revision forwarding bug in hub integration are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video inputs, but the models and reported failures differ (Qwen3OmniMoe ValueError vs broader Qwen2.5/Qwen3 video regression)." + "reason": "Qwen3OmniMoe video ValueError and a multi-model v5.3.0 video regression overlap only superficially; the affected models and failure details differ." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure and CLIPTokenizer model_max_length bug are unrelated." + "reason": "device_map=auto dequantized model offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but one is Qwen3OmniMoe ValueError and the other is a StopIteration in qwen3-vl-embedding; different concrete failures." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver resolution/interpolation failure." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failures are different vision-model bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are different bugs." + "reason": "Blip2 dtype not propagating and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different dtype bugs in different models." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Mistral3 lm_head tying bug and StaticCache seq-length contract issue are separate code paths." + "reason": "DeepSpeed ZeRO3 deque pop error and MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training runtime error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head weight tying and StaticCache.get_seq_length return type are different code paths and bug classes." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation bug and flash-attention sink handling crash are unrelated." + "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model loading key error vs init_empty_weights argument mismatch; different underlying problems." + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized argument incompatibility are different loading bugs." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE deepspeed weight-conversion bug and Smollm3 RoPE-layer drop are different issues." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE layer dropping are unrelated architecture/configuration issues." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor regression and tokenizer loading failure for EMBIDDIA/est-roberta are not the same bug." + "reason": "AddedToken duplicate special argument and EMBEDDIA tokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different model families and failure modes: Qwen3OmniMoe video ValueError vs Gemma4 PLE device mismatch." + "reason": "Qwen3 MoE load/conversion failure and GPT-oss OOM are not the same underlying problem." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Qwen3Moe MOE conversion failure and GPT-oss OOM are unrelated." + "reason": "Qwen3OmniMoe video processing error and Gemma4 PLE device mismatch are different model families and different failure modes." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Reproduction of an unrelated upstream issue vs a Qwen2.5-VL video-position bug." + "reason": "Isolated reproduction of a prior issue and qwen2.5-vl vision_position_ids regression are not the same bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reset on reload and convert_rope_params_to_dict TypeError are distinct configuration/validation issues." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count update bug and custom compute_loss signature breakage are different training issues." + "reason": "TrainerState token counter not updating and CustomTrainer.compute_loss signature breakage are unrelated training API issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken keyword conflict and Mistral tokenizer regex patch crash are different tokenizer bugs." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 correctness problem on the same model family; one is a JAX-vs-HF discrepancy, the other reports clearly wrong outputs." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Transformers 5.0 custom initialization breakage and FSDP CPU RAM efficient loading are distinct issues." - }, - { - "left": "issue:36010", - "right": "issue:42175", - "accept": false, - "reason": "GenerationMixin import regression and missing TensorFlow backend in a torch install are unrelated packaging/import issues." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION bump are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model-loading regression in transformers>=5.1.0 and list_repo_files revision forwarding are different issues." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Same general area only superficially; the concrete failures and affected models differ." - }, - { - "left": "issue:43742", - "right": "issue:45538", - "accept": false, - "reason": "Loading key error for MobileLLM-125M and CLIPTokenizer max_length bug are unrelated." + "reason": "AddedToken special-argument duplication and Mistral regex patch AttributeError are different tokenizer implementation bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate families (Qwen video-input regression and SigLIP2 correctness reports) are plausibly same-bug pairs from the titles alone, and the remaining rejections are framed cautiously rather than overclaimed. No obvious mergeability or evidence overstatement issues stand out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6053,34 +5970,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28282", "issue:29127", "issue:34689", + "issue:36010", "issue:41762", "issue:42175", - "issue:43295", "issue:43452", + "issue:43493", "issue:43526", "issue:43531", "issue:43577", "issue:43582", "issue:43643", + "issue:43646", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", + "issue:43994", "issue:44291", - "issue:44484", "issue:44488", "issue:44514", "issue:44589", "issue:44625", - "issue:44704", "issue:44756", "issue:44792", "issue:44821", @@ -6090,12 +6007,11 @@ "issue:44936", "issue:44938", "issue:44964", + "issue:44977", "issue:45042", "issue:45081", "issue:45216", - "issue:45290", "issue:45325", - "issue:45356", "issue:45357", "issue:45375", "issue:45381", @@ -6105,225 +6021,234 @@ "issue:45920" ], "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43646|issue:43749", "issue:43749|issue:44756", + "issue:36010|issue:42175", "issue:42175|issue:43824", "issue:44291|issue:44821", "issue:45357|issue:45920", "issue:44792|issue:44964", "issue:43452|issue:44488", - "issue:43643|issue:45375", "issue:45042|issue:45081", "issue:28282|issue:34689", - "issue:43742|issue:44589", + "issue:43643|issue:45375", "issue:43526|issue:45479", - "issue:43756|issue:45325", + "issue:43742|issue:44589", "issue:45405|issue:45600", + "issue:43756|issue:45325", "issue:43531|issue:44821", "issue:43697|issue:45216", "issue:28282|issue:29127", "issue:43720|issue:44898", "issue:44514|issue:45381", - "issue:43582|issue:43782", + "issue:43582|issue:44977", "issue:41762|issue:44936", - "issue:44484|issue:44704", "issue:42175|issue:44938", - "issue:44625|issue:44877", "issue:43452|issue:43577", - "issue:43452|issue:44843", - "issue:44514|issue:45290", - "issue:43295|issue:45356" + "issue:44625|issue:44877", + "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "2d7cd37159edac5068f34adda1fe1045ee6d358868c02ddc392224a66cf9a2dc", + "prepared_review_unit_hash": "a064de03ed4d9479f15600e5e32d08888005e3fe36fd34ae837ada745e1ec358", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36229, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct Transformers bug reports clustered by broad theme (loading, tokenization, config, and vision/multimodal regressions). No soft-edge pair looks like the same concrete bug/change, so I\u2019d keep them separate. If forced to pick an umbrella representative, the broadest recent regression is the AutoTokenizer token-id issue.", + "summary": "This set is mostly heterogeneous; only the two SigLIP2 reports look like the same underlying bug. The rest are broad-loading/config/training regressions in different code paths, so they should not be merged as duplicates.", "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the broadest issue in the set: it describes a v5 regression affecting AutoTokenizer across multiple model families, which makes it the best umbrella representative for the cluster.", + "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the SigLIP2 regression, with a concrete repro via AutoModel and pipeline; issue:43493 reads more like the diagnostic/root-cause framing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global issue candidate because it is recent, regression-focused, and spans several affected models rather than a single narrow edge case.", + "best_issue_reason": "issue:43994 best represents the one true duplicate pair here because it has the broadest impact and most concrete symptom description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bug: both describe incorrect/nonsensical outputs from the HF implementation compared with expected behavior." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: missing fields from AutoConfig with trust_remote_code vs broken FSDP CPU RAM efficient loading." + }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are loading/memory-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo; different failure modes and code paths." + "reason": "Both involve loading/memory topics, but one is FSDP loading and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import error vs TensorFlow backend packaging omission." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and a missing Qwen2.5-VL class import are unrelated issues; no shared underlying bug is evident." + "reason": "Different subsystem and symptom: install/backend packaging vs missing Qwen2.5-VL import." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "`init_empty_weights` with an unexpected argument and AutoImageProcessor URL loading are different APIs and different failures." + "reason": "Different code paths: init_empty_weights/_is_hf_initialized error vs loading AutoImageProcessor from URL." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key mapping is a checkpoint-writing bug, while 45920 is tokenizer output regression; not the same code path." + "reason": "Different bugs in different areas: Qwen3.5 save_pretrained visual encoder keys vs tokenizer ID regressions across models." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both involve multimodal model loading, but they affect different models and likely different loaders; too broad to merge." + "reason": "Both are multimodal/model-loading related, but they concern different models and failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but 43452 is about gguf_file handling in from_pretrained while 44488 is a specific model load failure with no concrete overlap shown." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both mention missing config fields, but one is a trust_remote_code/AutoConfig issue and the other is a strict-config field-drop regression in a specific Qwen config." + "reason": "Both mention model loading, but one is a gguf_file regression and the other is a specific model that fails to load; insufficient evidence they are the same bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency and Mistral regex patch crash are unrelated subsystems and unrelated bugs." + "reason": "Completely different bugs: torchvision dependency handling vs Mistral regex patch crashing on tokenizer internals." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic import-error-from-missing-dependency and a Llama 3.2 Vision load regression are not the same underlying issue." + "reason": "Different model-loading errors with different causes; not the same underlying issue." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "A key error loading MobileLLM-125M and a Float8 storage lookup failure are unrelated loading errors." + "reason": "Related to config handling, but one is missing fields in AutoConfig return with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field omission." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "One is an image processor label-reduction bug; the other is a sequence-classification loss/num_labels bug. Same word 'labels' but different functionality." + "reason": "Different functionality: image processor label reduction bug vs sequence classification zero-loss bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both involve RoPE/position ids in vision models, but they target different model families and distinct computations; too speculative to unify." + "reason": "Different loading failures with different root causes: key error for MobileLLM vs missing Float8 storage object." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and stale auto_mappings references are unrelated maintenance/CI issues." + "reason": "Unrelated maintenance issues: PEFT version pin vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but they are different models and different computations." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated bugs." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs AutoImageProcessor loading from URL." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different model flows: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different error messages in different domains: missing PyTorch import vs LayoutLMv3 box-content clarity." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific bugs." + "reason": "Different model families and failure modes; not the same code-path bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is chat template batching/padding and the other is video position-id scaling; not the same concrete bug." + "reason": "Both are Qwen2.5-VL, but one is batched chat templating and the other is video position-id computation; different bugs." }, { "left": "issue:43582", - "right": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 model loading IndexError and trainer.evaluate() after train() are different training/runtime failures." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "A save_pretrained shard-size question and missing kwargs in AutoProcessor/cached_file are not the same issue." + "reason": "Different workflows: DeepSpeed ZeRO-3 model loading vs trainer.evaluate() after train()." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging for torch install and Python 3.14 load failure are unrelated environment/setup reports." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Both touch config handling, but one is num_labels propagation in Qwen3.5 and the other is strict config blocking granite_speech loading." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading breakage and BLIP2 dtype propagation are different model-loading problems with no shared code-path evidence." + "reason": "Packaging/backend issue vs Python 3.14 load failure; not the same underlying problem." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file handling and Mistral regex/offline model_info behavior are separate tokenizer-loading concerns." + "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is batched padding=False and the other is assistant tool-call/no-content handling; likely separate edge cases, so too risky to merge." + "reason": "Different config issues: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "A regression around processor.tokenizer/images passing and a Kimi-K2.5 codec/mistral-regex regression are unrelated tokenizer issues." + "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft pair, issue:43493 vs issue:43994, is a reasonable duplicate call based on the shared SigLIP2 regression theme and matching symptom domain, while the rejected pairs stay conservative and do not overclaim sameness from generic loading/config similarities. Summary matches the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6335,13 +6260,12 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", "issue:29159", "issue:30064", @@ -6349,12 +6273,9 @@ "issue:33357", "issue:33666", "issue:34567", - "issue:35141", "issue:38175", "issue:41720", - "issue:43122", "issue:43295", - "issue:43504", "issue:43531", "issue:43550", "issue:43577", @@ -6362,7 +6283,6 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43819", "issue:43906", @@ -6371,10 +6291,12 @@ "issue:44442", "issue:44464", "issue:44466", + "issue:44484", "issue:44493", + "issue:44514", "issue:44561", "issue:44568", - "issue:44610", + "issue:44704", "issue:44743", "issue:44811", "issue:44843", @@ -6382,6 +6304,8 @@ "issue:44977", "issue:44991", "issue:45005", + "issue:45290", + "issue:45356", "issue:45440", "issue:45491", "issue:45588", @@ -6390,6 +6314,9 @@ "issue:46050" ], "soft_pairs": [ + "issue:44484|issue:44704", + "issue:44514|issue:45290", + "issue:43295|issue:45356", "issue:44466|issue:45005", "issue:24643|issue:29127", "issue:43819|issue:44811", @@ -6407,235 +6334,211 @@ "issue:44493|issue:46050", "issue:29159|issue:33357", "issue:45491|issue:46002", - "issue:43531|issue:43742", "issue:43653|issue:43927", + "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43688|issue:45440", "issue:43577|issue:45588", "issue:43550|issue:44361", - "issue:32090|issue:34567", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:43504|issue:44610", - "issue:44466|issue:46050", - "issue:28282|issue:35141", - "issue:43122|issue:43906" + "issue:32090|issue:34567" ], - "prepared_review_unit_hash": "777a0e146fe27a4fbd8831ee590331fc21c4cf6032d8e84b13aef3408257f08d", + "prepared_review_unit_hash": "656e35cae9535a93b972c96d002ec5f07c11f9bd051843c199d91a8ad695124d", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37100, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35606, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem keywords (tokenizers, generation, loading, MoE, etc.) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45005 is the clearest representative of the closest theme in this set: a concrete v5 tied-weights regression with a broader scope that can subsume related tied-weight reports.", + "summary": "The cluster is highly heterogeneous: most items are distinct bugs across unrelated subsystems (tokenizers, training, generation, device mapping, configs, and model-specific regressions). There is no strong duplicate core; the only repeated theme is broad tokenizer/trust_remote_code/tied-weights wording, but not the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43653 is the best anchor only in the weak sense that it is a clear, self-contained bug report with a specific repro and fix path; however, the overall cluster does not form a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the most concrete, reproducible report in the tied-weights group and has the clearest symptom description for triage.", + "best_issue_reason": "Issue 43653 is the most representative issue to keep as a cluster exemplar because it is concrete and narrowly scoped, whereas the rest are mostly unrelated one-off regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Related to tied weights in v5, but one is a serialization/device-dependent symptom and the other is a broader translation-model report; not the same concrete bug." + "reason": "Different problems: shard-size defaults in save_pretrained vs AutoProcessor forwarding kwargs to cached_file." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Completely different areas: DeepSpeed training/runtime error vs LayoutLMv3 box-validation messaging." + "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs assistant tool-call/no-content crash." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer access / image tokenization breakage vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but not the same concrete bug: device-dependent lm_head serialization vs translation-model tied-weight issues in v5." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-dimension runtime error vs LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different models and failures: DAC latent conversion mismatch vs Whisper batch_decode skipping special tokens." + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Unrelated Trainer lifecycle failure vs Gemma4 device-map mismatch during forward." + "reason": "Different failures: trainer lifecycle issue after train() vs Gemma4 PLE device placement mismatch." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different domains: segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "Different subsystems and symptoms: segmentation-map processing vs Qwen2-VL multi-GPU training." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unrelated symptom classes: zero probabilities in SigLIP2 vs processor/tokenizer regression in v5.7.5." + "reason": "Different bugs: unexpected zero probabilities in a vision model vs processor/tokenizer regression." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + "reason": "Both tokenizer-related, but different models and failures: missing BigBird special-token registration vs MLukeTokenizer AttributeError." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer implementations and errors; no shared code-path bug is evident." + "reason": "Different tokenizer loading failures for different model families." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both mention special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; not the same bug." + "reason": "Both concern special tokens, but one is BigBird mask-token decode behavior and the other is mDeBERTa BOS/EOS insertion in v5." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different problems: Blip2 dtype loading vs RTDetrV2 output drift across v5." + "reason": "Different issues: Blip2 dtype propagation vs RTDetrV2 output divergence in v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the root causes and affected models differ." + "reason": "Both are tokenizer-loading regressions, but the root causes are different: offline model_info call vs model-specific tokenizer load failure." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching, but one is compiled chunked generation and the other is recurrent state reset in a specific modular model." + "reason": "Both involve generation/cache behavior, but one is compiled chunked generation inconsistency and the other is recurrent-state reset in a specific modular model." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but missing config fields and removal of is_torch_fx_available are different failures." + "reason": "Both touch trust_remote_code, but the concrete bugs differ: missing fields in AutoConfig return vs removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The second item is only an isolated reproduction reference, and the underlying bug is not clearly the same as the Qwen3 device-mapping crash." + "reason": "Different Qwen/device-map failures, and 43906 is only an isolated reproduction of another issue, not the same bug as the A800 cudaErrorAssert report." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization/loading issues with different symptoms: unexpected position-id keys vs quantized-model save/load breakage." + "reason": "Different serialization/state issues: unexpected position-id key warnings vs quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs a MacOS bus error in a CLIP model; not the same bug." + "reason": "Unrelated: slow-vs-fast tokenizer inconsistency vs MacOS bus error with a CLIP model." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but they arise in different models and different parts of the pipeline." + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs MobileLLM loading key error." + "reason": "Different tokenizer/config bugs: BigBird special-token registration vs DiaConfig custom token IDs lost on save/load." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are token-related regressions, but one is a tokenizer special-token registration issue and the other is config save/load losing custom IDs." + "reason": "Different model-specific failures: Qwen3-MoE sliding-window behavior vs MobileLLM-125M key error on load." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both concern generation, but the concrete failures differ: compiled chunked generation vs flash-attention behavior in Qwen3.5." + "reason": "Both are generation-related, but one is compiled chunked generation inconsistency and the other is flash-attention output failure for Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA bug is unrelated to DiaConfig save/load token-ID loss." + "reason": "Different bug classes: torch.compile+SDPA failure in Bamba vs config/token-ID persistence in DiaConfig." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a broader remote-vs-native divergence report." + "reason": "Both are MoE-related, but the concrete problem differs: auxiliary-loss normalization vs native DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Blip2 dtype loading vs flash_attention integration crashing on sink-less models." + "reason": "Different model/runtime bugs: Blip2 dtype loading vs flash_attention crash on s_aux=None." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Completely unrelated failures: torch.compile with SDPA vs tokenizer AttributeError." + "reason": "Unrelated: compiled SDPA failure in Bamba vs MLukeTokenizer AttributeError." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate issues." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Both are load-time bugs, but they affect different models and different mechanisms (legacy field vs packed-weight unpacking)." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Different model families and failure modes; no shared concrete bug." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Beit semantic-segmentation preset loading and OmDet-Turbo processor size mismatch are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "Both involve save/load or serialization, but the specific tied-weight/device regression is not the same as sinq quantization breakage." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "The second item is a reproduction of another issue, but there is no evidence it is the same tokenization regression as 4.57.3-to-5.0 drift." + "reason": "Different trainer issues: NoneType broadcast error vs TrainerState num_input_tokens_seen not updating." } ] }, @@ -6657,23 +6560,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28282", "issue:32090", "issue:33357", "issue:33666", + "issue:35141", "issue:36010", "issue:36331", "issue:39692", "issue:41720", + "issue:43122", "issue:43262", "issue:43295", - "issue:43334", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", "issue:43540", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", @@ -6683,34 +6589,37 @@ "issue:43749", "issue:43756", "issue:43825", + "issue:43906", "issue:43927", "issue:44361", "issue:44451", "issue:44464", + "issue:44466", "issue:44479", - "issue:44488", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", "issue:44821", - "issue:44843", "issue:44849", "issue:44913", "issue:44964", "issue:44977", - "issue:45083", "issue:45357", "issue:45405", - "issue:45704", - "issue:45803", "issue:45812", "issue:45823", - "issue:45987", "issue:46050" ], "soft_pairs": [ - "issue:43742|issue:44821", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:28282|issue:35141", + "issue:43122|issue:43906", "issue:32090|issue:33666", + "issue:43742|issue:44821", "issue:43452|issue:44451", "issue:41720|issue:44464", "issue:45823|issue:46050", @@ -6718,229 +6627,230 @@ "issue:43493|issue:43825", "issue:44849|issue:45357", "issue:43606|issue:43927", - "issue:43525|issue:43572", "issue:43720|issue:43927", - "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:43262|issue:43295", - "issue:28282|issue:33357", - "issue:43688|issue:43749", + "issue:43756|issue:44913", "issue:44568|issue:45812", + "issue:28282|issue:33357", "issue:28282|issue:32090", + "issue:43688|issue:43749", "issue:43720|issue:44361", "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43577|issue:44554", "issue:44964|issue:45405", "issue:43540|issue:44977", - "issue:44479|issue:44625", - "issue:43688|issue:45704", - "issue:45803|issue:45987", - "issue:43334|issue:43572", - "issue:43756|issue:45083", - "issue:44488|issue:44843" + "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "230d7471aae9932714e99e75633a036b9557e4c41865278922953cb2e2f37f57", + "prepared_review_unit_hash": "2daff6e0fe39c376bb60449d51f312a9bfcdf9142be607ef90fe09cdbd516bae", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36557, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 30, + "serialized_chars": 36826, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated bug reports across loading, tokenizers, configs, multimodal models, training, and docs; none of the soft pairs look like the same underlying issue, so there is no clear canonical duplicate in the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a credible canonical representative: the reports span many distinct subsystems and failure modes rather than one shared bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across tokenization, config serialization, multimodal inputs, device mapping, and training APIs. The soft links are mostly superficial theme matches rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45812 is the strongest standalone bug report here: it describes a broad, concrete regression in AutoTokenizer output IDs for Granite models with clear impact and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global best candidate; any one would be an arbitrary pick because the cluster is not a duplicate set.", + "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant issue in the set, with a specific silent regression, clear reproduction, and wide model impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different loading paths and failures: MobileLLM key error vs AutoImageProcessor URL loading." + "reason": "Different failures in different loading paths: Beit legacy-field preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated models and code paths; one is a preset loading issue, the other is a torch.compile/SDPA runtime failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and bugs: Beit preset metadata vs OmDet processor image-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq reload breakage; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both mention tokenizer behavior, but 43906 is only an isolated reproduction of another issue and there is no evidence it is the same root cause as the v4.57.3\u2192v5.0 tokenization regression." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both involve training, but one is a `_gpu_broadcast_one` NoneType error and the other is Qwen2-VL multi-GPU training; not the same bug." + "reason": "Both touch training/distributed behavior, but the concrete errors are unrelated: NoneType GPU broadcast vs multi-GPU training on Qwen2-VL." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures: a MobileLLM key error versus loading an AutoImageProcessor from URL." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading related, but one is `gguf_file` handling in auto classes and the other is a specific model that cannot load; too different." + "reason": "Both are load failures, but one is about gguf_file handling for tokenizer/CausalLM and the other is a model-specific inability to load ScandiBERT." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Unrelated failures: device-mapping CUDA assert vs inconsistent chunked generation with compiled forward." + "reason": "Different bug classes: CUDA assert under auto device mapping versus inconsistent chunked generation with compiled forward." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different issues: Gemma4 device mismatch on `device_map=\"auto\"` vs quantized model save/load breakage." + "reason": "Both involve model loading/placement, but one is a device mismatch under device_map=auto and the other is quantized model persistence after save/load." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training support vs an import error for `GenerationMixin`; no shared underlying bug." + "reason": "Multi-GPU training issue is unrelated to an ImportError for GenerationMixin." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline error messaging for translation tasks; unrelated." + "reason": "Different subsystems entirely: SigLIP2 implementation discrepancy versus an incorrect pipeline error message." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is `output_hidden_states` behavior and the other is incorrect save_pretrained visual keys." + "reason": "Qwen3.5 hidden-states behavior is unrelated to incorrect visual encoder key serialization." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Device mismatch during CPU offload vs DiaConfig token ID persistence; different code paths." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing padding-related config fields after v5, but they affect different model configs and are not clearly the same bug." + "reason": "Bark CPU-offload device mismatch and DiaConfig custom token ID loss are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading failure vs DiaConfig save/load token IDs; unrelated." + "reason": "BitNet packed-weight loading and DiaConfig token ID persistence are different code paths and symptoms." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both involve RoPE/rotary settings, but one is a Smollm3 architecture bug and the other is GPTNeoX config reload behavior." + "reason": "Both mention missing pad-token fields, but they affect different configs with different missing attributes and likely different regressions." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default vs processor/tokenizer access regression; different functionality." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-handling regressions are separate issues." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "PyTorch-missing ImportError vs MacOS bus error on a CLIP model; not the same issue." + "reason": "RoPE layer count mismatch in Smollm3 is not the same as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading; different training internals." + "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is wrong token IDs for Granite models; different concrete bugs." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and concrete tokenization bugs." + "reason": "Missing PyTorch ImportError is unrelated to a MacOS bus error in CLIP model loading." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs Trainer broadcast NoneType error; unrelated." + "reason": "No shared root cause: environment import failure versus distributed broadcast type error." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated training bugs." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerated loading bug vs MLukeTokenizer attribute error; no shared code-path." + "reason": "Packed-weight accelerate loading bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support vs custom trainer `compute_loss` signature change; distinct trainer issues." + "reason": "Both are training-related, but the concrete API mismatch in compute_loss is not the same as Qwen2-VL multi-GPU training." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example problems vs a model implementation discrepancy; same model family but not the same bug." + "reason": "Same model family, but one is a documentation example/model-processor mismatch and the other is an implementation discrepancy against JAX." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug vs MPS attention correctness issue; unrelated." + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load failure vs dependency version bump; no common underlying defect." + "reason": "Model loading failure and an unreleased MIN_PEFT_VERSION bump are not the same issue." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-processing error vs Qwen3.5 flash-attention generation bug; different failure modes." + "reason": "Both involve Qwen models, but one is a video-input processing error and the other is a flash-attention generation bug." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen variants vs `num_labels` propagation into Qwen3.5 text config; unrelated." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization bug vs T5 apex RMSNorm memory leak; different model families and symptoms." - }, - { - "left": "issue:45803", - "right": "issue:45987", - "accept": false, - "reason": "Fuyu tensor conversion exception swallowing vs StaticCache return-type contract; unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL missing `pad_token_id` vs StableLmConfig missing `pad_token_idx`; similar shape, but different models and fields." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "Smollm3 RoPE-layer issue vs a helper length-calculation bug in qwen3_omni_moe; not the same bug." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Model loading failure for a specific BERT model vs offline-mode breakage from an unconditional hub call; different root causes." + "reason": "Video-input regression across Qwen variants is unrelated to num_labels not propagating into Qwen3.5 text config." } ] }, @@ -6962,14 +6872,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ - "issue:28218", "issue:29942", "issue:30333", "issue:33357", "issue:33666", - "issue:34567", "issue:39692", "issue:43257", "issue:43278", @@ -6984,6 +6892,7 @@ "issue:43646", "issue:43653", "issue:43688", + "issue:43756", "issue:43824", "issue:43844", "issue:43927", @@ -6992,253 +6901,261 @@ "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", + "issue:44488", "issue:44493", - "issue:44521", "issue:44589", "issue:44625", "issue:44734", "issue:44792", - "issue:44964", + "issue:44843", + "issue:45083", "issue:45200", "issue:45229", - "issue:45290", "issue:45405", "issue:45520", - "issue:45584", "issue:45588", "issue:45701", + "issue:45704", "issue:45759", + "issue:45803", "issue:45823", + "issue:45987", "issue:46050" ], "soft_pairs": [ + "issue:43688|issue:45704", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:43334|issue:43572", "issue:45200|issue:45229", + "issue:44488|issue:44843", "issue:43493|issue:43844", "issue:43334|issue:45759", - "issue:43824|issue:44589", "issue:39692|issue:43295", "issue:43257|issue:43299", - "issue:43646|issue:44466", + "issue:43824|issue:44589", "issue:45229|issue:45823", - "issue:43572|issue:44291", + "issue:43646|issue:44466", "issue:43278|issue:43844", "issue:43504|issue:43606", + "issue:43572|issue:44291", "issue:44589|issue:45520", - "issue:43688|issue:45701", "issue:33357|issue:33666", + "issue:43688|issue:45701", "issue:43927|issue:44361", "issue:43504|issue:43653", - "issue:44423|issue:44734", "issue:43606|issue:44112", + "issue:44423|issue:44734", "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:44625|issue:45759", "issue:43994|issue:44493", "issue:45588|issue:46050", - "issue:29942|issue:30333", - "issue:44464|issue:45584", - "issue:44521|issue:45290", - "issue:43844|issue:44964", - "issue:28218|issue:34567" + "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "a0221b611560d3ecb53fa8a51871e7a168fbf77f58489374c9126923a67ea54c", + "prepared_review_unit_hash": "10fb12f33da630aef419f42259af08a70204b70876a5199676de2e4db81868eb", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36181, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "soft_pair_count": 29, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose similarity cluster of mostly unrelated Transformers issues; the soft pairs are thematic lookalikes, not true duplicates or mergeable PR equivalents.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a noisy similarity group: several Qwen/Gemma/SigLIP/Tokenizer/loading regressions appear related on the surface, but the pairwise matches do not describe the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft-similarity pairs are not true duplicates of one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45759 is the most concrete, reproducible loading/config regression in the set and is a reasonable representative of the broader model-loading subset, though the overall cluster is not duplicate-tight.", + "best_issue_reason": "No global best issue: the items span many unrelated failures, so any one issue would be a poor representative of the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs StaticCache return type contract." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both touch model internals, but one is RoPE-layer dropping and the other is a feature-extraction helper behavior change." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are loading regressions after 5.0, but they involve different config fields and different model families." + }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same family (Gemma 4) but different failures: missing mm_token_type_ids default vs multi-GPU CUDA OOM." + "reason": "Same model family, but one is a missing default input feature and the other is a multi-GPU CUDA OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different failure modes: model-specific load failure vs unconditional hub API call breaking offline mode." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Both relate to model correctness, but one is SigLIP2 implementation mismatch and the other is DeepSpeed/ZeRO gradient blow-up." + "reason": "SigLIP2 implementation mismatch is unrelated to the DeepSpeed ZeRO-3 gradient issue." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is AutoModel.from_config not unwrapping text_config." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "ImportError for a missing class vs a storage-type lookup failure; different code paths and symptoms." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModel config unwrapping." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Docs/example errors and a regression in processor/tokenizer API access are related only at a very high level." + "reason": "Different models and bugs: legacy preset loading vs CPU offload device mismatch." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is accelerate+deepspeed conversion and the other is a dev-version loading regression for Qwen3VL." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load breakage." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Custom model initialization breakage is not the same bug as device-dependent lm_head.weight serialization." + "reason": "Unrelated import/export issues: missing Qwen2.5-VL symbol vs missing Float8 storage type." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma 4-related, but one is inference OOM and the other is a device mismatch in forward with device_map=auto." + "reason": "Both are Gemma4 issues, but OOM and device mismatch are different code-path failures." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both involve init/load-time compatibility, but one is a missing pad_token_idx in StableLmConfig and the other is an unexpected _is_hf_initialized argument." + "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are distinct problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different bugs: dtype drift between train/eval vs gradient normalization under HfDeepSpeedConfig." + "reason": "Different model/evaluation dtype issue vs DeepSpeed gradient inflation." }, { "left": "issue:43504", - "right": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Legacy-field load failure in Beit semantic segmentation is unrelated to CPU offload device mismatch in bark-small." + "reason": "Completely different components: BEiT semantic segmentation loading vs BigBirdTokenizer special-token registration." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both are type/compatibility problems, but one is missing Float8 storage handling and the other is a Python 3.13 flash_attn import key error." + "reason": "Both are 5.0 loading regressions, but missing pad_token_idx and unexpected _is_hf_initialized are separate API breaks." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization are unrelated bugs." + "reason": "Different root causes: float8 storage resolution vs flash_attn import key error on Python 3.13." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Both are multimodal/model-scale issues, but MacOS bus error on CLIP and Qwen2-VL multi-GPU training are different failure modes." + "reason": "Distinct issues: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to tokenization changes across versions." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both mention tokenizer/config state, but DiaConfig token IDs and MLukeTokenizer AttributeError are distinct problems." + "reason": "Both involve token IDs, but one is save/load config persistence and the other is tokenizer AttributeError on tasks." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Loading a legacy BEiT field and BigBirdTokenizer special-token registration are not the same underlying bug." + "reason": "Different bug classes and code paths; no shared underlying fix." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Serving crashes with multimodal .to() handling are different from KV-cache continuation indexing bugs." + "reason": "Both mention device handling, but one is a real CPU-offload mismatch and the other is a stale CI test override." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Both are CI/device-related, but one is a real offload mismatch and the other is a stale GraniteSpeech test." + "reason": "Both are serve crashes, but they fail in different places: multimodal tensor conversion vs KV-cache continuation indexing." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM is unrelated to a version pin bump for PEFT." + "reason": "OOM in tensor-parallel loading is unrelated to a version pin on unreleased peft." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus generate-images test is not the same issue as the unreleased PEFT version constraint." + "reason": "Janus image-generation test failure is unrelated to the MIN_PEFT_VERSION bump." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config propagation, but num_labels plumbing and text_config unwrapping are different API bugs." + "reason": "Related Qwen multimodal config area, but one is num_labels propagation and the other is config unwrapping in from_config." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id keys are separate correctness problems." + "reason": "SigLIP2 inference quality issue vs a generic unexpected position-id key warning; different bugs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and sinq save/load quantization breakage are unrelated." + "reason": "Flash-attention sinkless-model crash and sinq save/load quantization break are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "CI Flash Attention 2 failures and MLflow reporting after training failure are different subsystems and symptoms." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failures have no concrete shared code path." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both are chat-template edge cases, but all-zero assistant masks and tool-call content crashes are distinct failures." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure are unrelated." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing regression and TrainerState token counter not updating are unrelated trainer/tokenizer bugs." + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training are unrelated." } ] }, @@ -7260,69 +7177,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:15354", "issue:28218", "issue:29159", "issue:32090", "issue:33357", + "issue:34567", "issue:37428", "issue:38175", - "issue:42490", - "issue:42915", "issue:43232", "issue:43278", "issue:43295", - "issue:43334", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", - "issue:43582", "issue:43688", - "issue:43696", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43957", - "issue:43975", "issue:44315", + "issue:44464", "issue:44466", + "issue:44521", "issue:44554", "issue:44610", "issue:44849", "issue:44898", - "issue:44977", + "issue:44964", "issue:44987", "issue:45072", "issue:45084", "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", + "issue:45406", "issue:45412", "issue:45446", "issue:45520", + "issue:45584", "issue:45823", - "issue:46050" + "issue:46050", + "issue:46121" ], "soft_pairs": [ + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", "issue:44554|issue:45446", "issue:43688|issue:43873", "issue:45084|issue:45520", - "issue:29159|issue:32090", "issue:43540|issue:45200", - "issue:43582|issue:44977", + "issue:29159|issue:32090", "issue:15354|issue:38175", "issue:43232|issue:44849", "issue:45200|issue:45823", "issue:45072|issue:45198", "issue:43873|issue:46050", + "issue:45406|issue:46121", "issue:43278|issue:43701", "issue:44315|issue:44849", "issue:28218|issue:33357", @@ -7337,241 +7257,216 @@ "issue:37428|issue:43957", "issue:43295|issue:43450", "issue:43550|issue:43844", - "issue:43334|issue:43525", - "issue:43295|issue:43873", - "issue:43824|issue:43975", - "issue:38175|issue:45412", - "issue:42490|issue:43696", - "issue:42915|issue:43824", - "issue:37428|issue:43824", - "issue:38175|issue:43493" + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "4173defa13453ab17c1c3689fcd065a399600c22be3a186a555e326d91d57bc9", + "prepared_review_unit_hash": "fbefbd26a796e58b503c6713a1431a5e0a89b8d26eeaaef8330d2aa7f2cf9f54", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37688, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose similarity cluster of unrelated issue reports across tokenization, generation, quantization/offloading, multimodal processors, and import/runtime regressions. No soft pair looks like a safe duplicate/one-PR merge candidate.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the cluster is a broad topical bucket, not a duplicate set, so any representative would be misleading.", + "summary": "This looks like a false-positive cluster of unrelated issues across tokenization, generation, model loading, quantization, multimodal processing, and training/runtime edge cases. None of the soft pairs appear to describe the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the set, so it works best as a loose cluster representative; however, it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, #43873 is the broadest and most active item in the closest quantization/offloading subgroup, but it is still not a true duplicate representative.", + "best_issue_reason": "Issue 43873 is the best single representative only because it is broad and active (open, multiple references/discussion), not because the cluster contains true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation failures: compiled forward inconsistency vs Whisper empty-transcription handling." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is all-zero assistant masks while the other is a crash on tool-call messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated problems: ZeRO-3 gradient growth during training vs model loading failure on latest transformers." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." + }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Different bugs: MPS attention correctness vs a flex_attention import/version check. Same general area only, not the same code-path." + "reason": "MPS attention correctness bug and a flex_attention import version check are different code paths." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization in specific MoE models is unrelated to offloading/quantization behavior. Different failure mode and fix." + "reason": "Aux-loss normalization vs quantization/offloading are distinct model/training concerns." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "One is a compile/template-node error, the other a flash_attn import KeyError on Python 3.13. Unrelated runtime paths." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency and Trainer GPU broadcast NoneType error are separate subsystems and symptoms." + "reason": "Template-node compilation error is unrelated to flash_attn import key errors on Python 3.13." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Both are multimodal-related, but one is a Qwen3OmniMoe video-processing error and the other is Gemma 4 text-only token-type defaults. Not the same bug." + "reason": "Video input processing failure in Qwen3OmniMoe is not the same as Gemma 4 token-type ID defaults." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType handling." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "JIT scripting support for generator expressions vs SigLIP2 zero probabilities are different issues entirely." + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Both involve generation/model outputs, but one is a sync_gpus kwargs update bug and the other is output_hidden_states handling in Qwen3.5. Different code paths." + "reason": "Generation kwargs after sync_gpus and output_hidden_states behavior are different generation bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete defects: missing mm_token_type_ids defaults vs device placement mismatch with device_map=\"auto\"." + "reason": "Missing mm_token_type_ids defaults is unrelated to Gemma4 PLE device placement." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference is not the same as Wav2Vec2 save/tokenization failure. No shared concrete bug." + "reason": "Dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading failure and sinq save/load breakage are both quantization-adjacent, but they target different mechanisms and code paths." + "reason": "Quantization offloading behavior is not the same as sinq save/load breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list validation." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift during eval and checkpoint key mismatch are unrelated training-state bugs." + "reason": "BF16-to-FP32 eval dtype change is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application via model_init and Qwen3.5 hidden-state output behavior are separate issues." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error loading CLIP are not the same defect." + "reason": "Added-token spacing and CLIP bus errors on MacOS have no shared underlying cause." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer API regression and OmDet-Turbo image-size mismatch both affect processors, but the concrete bugs differ." + "reason": "Processor.tokenizer regression is separate from OmDet-Turbo image-size mismatch." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory retention are different model-specific bugs." + "reason": "Perceiver resolution failure and RT-DETR memory retention are different issues." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for a different model are separate regressions." + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Both are model-loading regressions, but one is a missing config attribute and the other is a meta-device loading breakage. Not the same bug." + "reason": "Config field regression does not match meta-device loading failures." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA vocabulary-merging collapse are distinct weight-handling problems." + "reason": "lm_head.weight serialization depends on device state; LoRA merge with extended vocab is a different failure mode." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal token/index bugs in different models; no shared concrete code-path." + "reason": "Gemma4 token-type defaults are unrelated to Qwen2.5-VL rope position scaling." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import failure and meta-device loading breakage are different import/loading regressions." + "reason": "flash attention import failure and meta-device model loading breakage are distinct." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape bug are separate processor issues." + "reason": "Processor.tokenizer regression is unrelated to batched video shape errors." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime bugs." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention missing pad_token_id on config objects, but they affect different model families and are not enough evidence for the same underlying fix." + "reason": "Bamba torch.compile+SDPA failure is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor tokenizer regression and quantization offloading behavior are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Import error for Qwen2.5-VL and DeepSeek detokenization regression are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 zero-probability outputs and RT-DETR memory release issues are completely different bugs." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Path-with-slash import warning and GPT-oss OOM are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are different model-load issues." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different failure modes." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + "reason": "Processor.tokenizer regression is not the same as quantization/offloading behavior." } ] }, @@ -7590,43 +7485,42 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:37428", - "issue:39692", + "issue:38175", "issue:42490", + "issue:42915", "issue:43262", "issue:43278", + "issue:43334", "issue:43335", - "issue:43388", "issue:43425", "issue:43450", "issue:43493", - "issue:43526", + "issue:43525", "issue:43550", "issue:43575", "issue:43606", - "issue:43611", "issue:43653", + "issue:43696", "issue:43819", + "issue:43824", "issue:43825", "issue:43827", "issue:43856", "issue:43901", - "issue:43931", + "issue:43975", "issue:44112", "issue:44206", "issue:44351", - "issue:44360", "issue:44442", "issue:44448", - "issue:44493", "issue:44514", "issue:44521", - "issue:44561", "issue:44610", "issue:44743", "issue:44792", @@ -7638,13 +7532,22 @@ "issue:45245", "issue:45290", "issue:45381", + "issue:45412", + "issue:45520", "issue:45563", "issue:45584", "issue:45588", - "issue:45593", - "issue:45823" + "issue:45593" ], "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:45412", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:38175|issue:43493", + "issue:37428|issue:43824", "issue:44514|issue:44521", "issue:43653|issue:44112", "issue:44442|issue:45198", @@ -7652,9 +7555,9 @@ "issue:43450|issue:43575", "issue:43827|issue:43901", "issue:42490|issue:43493", - "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:43819|issue:45083", + "issue:43262|issue:43450", "issue:44610|issue:44857", "issue:44206|issue:45584", "issue:45127|issue:45245", @@ -7667,224 +7570,222 @@ "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43278|issue:43825", - "issue:37428|issue:44351", - "issue:44206|issue:45823", - "issue:43611|issue:43931", - "issue:43335|issue:43653", - "issue:44360|issue:44561", - "issue:39692|issue:43526", - "issue:43550|issue:44112", - "issue:43388|issue:43526", - "issue:43819|issue:44493" + "issue:37428|issue:44351" ], - "prepared_review_unit_hash": "a67bcd94fa0ca045b36cda4ce8fbf1f5866beeaa5538fa9619f3527aea79330c", + "prepared_review_unit_hash": "6dffe0a4c007c2cfe2102a8bd8d1b1e21889287a2ecee3a7339c1729ff08f238", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the items span many unrelated bugs (chat templates, tokenizers, model loading, vision/audio processors, training/runtime regressions). None of the soft pairs look like the same underlying change or failure mode.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the broadest and most active representative of the apply_chat_template / multimodal processor subgroup, but it does not actually subsume the other items as duplicates.", + "summary": "The cluster is noisy and spans many unrelated model, tokenizer, processor, and docs issues. The closest grouping is around multimodal/chat-template processing, but most soft pairs are not the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44521 is the most central and broadly representative artifact in the multimodal chat-template/processors subset, with strong discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single representative issue because it has the most central chat-template/multimodal scope and the strongest discussion activity among the items, even though the cluster is not a duplicate set.", + "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the widest apparent relevance within the cluster and the richest engagement, even though the cluster is not a clean duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different model families and likely separate config fixes; not clearly one duplicate bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error and an unrelated detokenization regression; no shared code-path evidence." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 inference output vs RT-DETR memory reclamation." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a CUDA OOM issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model/runtime failures; no indication of the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization behavior and a Python 3.13 import_utils KeyError are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same duplicate." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different models/code paths." + }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same general area (apply_chat_template) but different concrete failures: batched-padding crash vs assistant_mask all zeros." + "reason": "Both touch apply_chat_template, but one is a batched-padding crash and the other is all-zero assistant masks; likely related area, not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Completely unrelated: BigBirdTokenizer decode/special-token bug vs GraniteSpeech CI device-override test." + "reason": "Tokenizer special-token bug vs a GraniteSpeech CI test issue; no overlap in underlying change." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both involve tokenizers, but the failures are model-specific and unrelated (FastSpeech2Conformer loading vs Wav2Vec2 save/tokenization)." + "reason": "Different tokenizer/model families and different failure modes; not the same bug." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different subsystems and symptoms: dtype drift in evaluation vs Qwen3 MoE memory usage." + "reason": "Embedding dtype mismatch during evaluation is unrelated to Qwen3 MoE training memory inefficiency." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are unrelated issues." + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; not the same change." + "reason": "Both are docs-related, but they cover different pipeline behaviors and different text tasks." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different code paths." + "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI device-override failure." + "reason": "DAC forward/from_latents mismatch has no connection to a stale CI device-override test." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different audio/model internals: DAC latent behavior vs qwen3_omni_moe feature-length helper." + "reason": "Different audio/model helper bugs with no clear shared root cause." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Both are vision-related, but one is processor input sizing and the other is AMP/CUDA loss crashing." + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are separate issues." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Audio feature-extractor crash and Whisper empty-transcription failure are separate bugs." + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count runtime limit are unrelated." + "reason": "LoRA/tied-embeddings collapse and category-cardinality runtime error are different problems." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import error for a flash-attention helper is not the same as a broad Torch 2.10 incompatibility report." + "reason": "ImportError for a missing helper and torch 2.10 incompatibility are not the same bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing Janus image-generation test and a stale generate() warning are different problems." + "reason": "A failing Janus test and a stale warning for paged generate are not the same underlying issue." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failure are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch does not match the qwen3_omni_moe helper-length issue." + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior do not match." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both touch multimodal/chat-template areas, but one is tool-call tokenization crash and the other is video vision_position_ids mismatch." + "reason": "Both are chat-template/multimodal adjacent, but one crashes on tool-call messages and the other has wrong vision position ids; not the same concrete bug." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as missing auxiliary losses in D-FINE." + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate training issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3_5 recurrent-state reset are unrelated." + "reason": "Pegasus v4/v5 output divergence and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None crash are different code paths." + "reason": "Gemma mm_token_type_ids defaulting and flash_attention s_aux handling are different code paths." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message docs issue are unrelated." + "reason": "Embedding dtype regression and pipeline error-message docs/behavior mismatch are unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different breakages." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "General base_model_prefix loading regression and a specific Qwen3-VL weight-shape mismatch are distinct failures." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are different issues." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI device-overrides are unrelated." - }, - { - "left": "issue:43388", - "right": "issue:44493", - "accept": false, - "reason": "Last-batch gather_for_metrics label trimming and unexpected position-id keys are not the same bug." + "reason": "Different missing imports for different APIs/models; not the same bug." } ] }, @@ -7906,7 +7807,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28218", "issue:29127", @@ -7919,17 +7820,23 @@ "issue:40444", "issue:42490", "issue:43335", - "issue:43412", + "issue:43388", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43611", + "issue:43653", "issue:43701", "issue:43720", + "issue:43819", "issue:43854", "issue:43927", + "issue:43931", "issue:44112", + "issue:44206", "issue:44292", + "issue:44360", "issue:44448", "issue:44462", "issue:44493", @@ -7941,32 +7848,35 @@ "issue:44977", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", "issue:45310", - "issue:45372", - "issue:45459", "issue:45478", "issue:45491", "issue:45520", - "issue:45563", "issue:45588", "issue:45698", - "issue:45712", - "issue:45803", + "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43388|issue:43526", "issue:44855|issue:45083", + "issue:43819|issue:44493", "issue:43335|issue:43504", - "issue:45310|issue:45478", "issue:43335|issue:45083", + "issue:45310|issue:45478", "issue:45588|issue:45859", - "issue:29942|issue:32090", "issue:39692|issue:44493", + "issue:29942|issue:32090", "issue:43720|issue:44112", - "issue:43335|issue:45072", "issue:44448|issue:44779", + "issue:43335|issue:45072", "issue:43335|issue:44112", "issue:38175|issue:44493", "issue:44292|issue:45520", @@ -7981,248 +7891,261 @@ "issue:43701|issue:45083", "issue:43550|issue:45083", "issue:34689|issue:35141", - "issue:43927|issue:45698", - "issue:29127|issue:32090", "issue:40444|issue:43526", - "issue:44568|issue:45491", - "issue:45372|issue:45588", - "issue:43412|issue:45588", - "issue:44977|issue:45563", - "issue:45198|issue:45803", - "issue:45459|issue:45712" + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "739570aa18f35f07765d534acd5c0fada620074f66a84e6fcfef69abcb905a70", + "prepared_review_unit_hash": "4c965396f9f20d4c6f8ef128ec834512bf9a4a7f5a339b215ae07ed30f319a81", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37239, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the titles span many unrelated Transformers bugs. Only one clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained issues (45310/45478), which describe the same failure mode.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45310 is the best representative because it is the earlier, more detailed report of the same Qwen3.5 MoE from_pretrained failure that 45478 repeats.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression, while the rest only share broad themes like loading, tokenization, or device-mismatch issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45478 is the best canonical issue: it matches issue:45310 by exact title and describes the same Qwen3.5 MoE `from_pretrained` regression, with slightly more discussion/activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest global issue candidate: it is a real duplicate target, specific enough to anchor the cluster, and has the fuller bug context.", + "best_issue_reason": "issue:45478 is the strongest representative issue in this cluster because it is the clearer, more-discussed instance of the only obvious duplicate pair and has a crisp, reproducible model-loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related forward/runtime failures, but one is a feature-extractor API crash and the other is a PLE CPU-offload mismatch; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both concern model loading, but one is a v5 `base_model_prefix` regression and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated problems: a DSA indexer discussion versus a v5 `trust_remote_code` import break from removing `is_torch_fx_available`." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Both involve vision-related label/processor behavior, but one is SigLIP2 docs/model mismatch and the other is a Beit fast image-processor bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is a Bamba SDPA torch.compile failure and the other is a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Mask2Former last-batch label truncation is unrelated to BeitImageProcessorFast returning the wrong reduced labels." + }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different problems: Python 3.13 import/torch.jit parsing vs a Qwen3 Omni helper output-length behavior issue." + "reason": "Different failures: a DebertaV2 import/IndentationError on Python 3.13 versus a qwen3_omni_moe feature-length helper issue." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Unrelated models and code paths: SwitchTransformers config creation vs BEiT preset loading with a legacy field." + "reason": "DAC latent reconstruction mismatch is not the same as the generic position-id key warning affecting many models." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same underlying bug: both report Qwen3.5 MoE from_pretrained failures on transformers>=5.4.0, with the later issue repeating the same error." + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and symptoms: SwitchTransformers sparse-layer construction vs BEiT semantic-segmentation loading with a legacy field." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Both are model/config bugs, but they affect different components and failure modes." + "reason": "Only broad subsystem overlap; the sparse-layer config bug is unrelated to the qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; clearly the same underlying bug." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash-attention/CPU-offload-adjacent areas, but one is an s_aux=None AttributeError and the other is a rotary embedding incompatibility." + "reason": "Both are attention/offload-adjacent, but one is a flash_attention integration crash on `s_aux=None` and the other is a Qwen3.5 MoE rotary-embedding CPU-offload incompatibility." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different failures: Flash Attention 2 test breakage vs Trainer/_gpu_broadcast_one NoneType type error." + "reason": "SigLIP2 documentation/model mismatch is unrelated to the position-id key warning." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "One is a SigLIP2 documentation example issue; the other is a broad position-id regression affecting many models." + "reason": "Different training/test failures: Flash Attention 2 tests versus a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different CI failures and root causes: unpacking packed weights during accelerate loading vs a stale device override test." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device-override CI failure." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both are dtype-related in different models, but they are distinct bugs in separate code paths." + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model-specific issues." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same bug as Deepseek tokenizer regressions in v5." + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches in unrelated models do not share the same code-path." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config creation and GraniteSpeech CI device override are unrelated." + "reason": "Different failure modes and models; no common underlying bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptom classes: zero probabilities in SigLIP2 vs unexpected position-id keys across many models." + "reason": "Siglip2 zero probabilities and position-id warnings are distinct symptoms with different root causes." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "One is a Qwen-3-8B-NVFP4 runtime problem; the other is a Python 3.13 flash_attn import_utils KeyError." + "reason": "Qwen-3-8B-NVFP4 runtime issues are unrelated to a Python 3.13 import-utils KeyError for flash attention." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize when tie_word_embedding is false." + "reason": "Tokenizer spacing after added tokens is unrelated to output embedding reinitialization during resize/post_init." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Both are generation/inference problems, but they involve different models and distinct failure modes (flash-attention vs multi-GPU OOM)." + "reason": "Different large-model inference failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash unit-test load failure are not the same issue." + "reason": "Both are loading-related, but one is a local-path slash warning and the other is a unit-test model loading failure for GLM-4.7-Flash." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to float16 AMP crashes in LwDetrImageLoss." + "reason": "Device mismatch in CPU offload for bark-small is not the same bug as LwDetrImageLoss crashing under float16 AMP." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A v5 API removal breaking trust_remote_code models is a different regression than Deepseek tokenizer behavior changes." + "reason": "A v5 import-utility removal break for trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and the is_torch_fx_available removal are separate loader/API issues." + "reason": "AutoTokenizer ignoring repository tokenizer.json and a missing import utility for trust_remote_code are different loading issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are numeric-precision problems, but they affect different models and different code paths." + "reason": "Different numeric/runtime issues in different models: AMP crash versus bfloat16 dtype mismatch." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "Pegasus version-output discrepancy and Qwen3.5 flash-attention generation failure are not the same bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and Qwen3 Omni helper behavior are distinct issues." + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper bug." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba SDPA torch.compile failure is unrelated to the Qwen3 Omni feature-length helper bug." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper output are different problems." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization are separate bugs." + "reason": "Llama 3.2 Vision load break and embedding reinitialization on resize are separate model-loading behaviors." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "DiaConfig save/load token-ID loss and wrong custom module loading after save_pretrained are different serialization bugs." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast type errors are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType handling are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset finetuning failure and BEiT reduce_labels returning the wrong shape/value are different issues." + "reason": "DiaConfig save/load custom token ID loss is a config-serialization bug, not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mDeBERTa special-token insertion regression is not the same as Gemma3 NaN embeddings with mixed-length batching." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor loading ImportError and flash_attention s_aux=None crash are different failure points." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export problems for gemma3n are unrelated to the flash_attention AttributeError on sink-less models." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and a bare except swallowing errors in FuyuBatchFeature are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py are different maintenance/failure issues." + "reason": "mDeBERTa special-token BOS/EOS handling and Gemma3 NaN embeddings under mixed-length batching are distinct issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is broad and the identical Qwen3.5 MoE from_pretrained titles (45310/45478) are the only clear duplicate pair. The soft-edge verdicts are generally conservative and do not overstate similarity beyond what the titles support." + "feedback": "The summary is grounded in the packet: it correctly identifies 45310/45478 as the only clear duplicate pair (exact same title and same Qwen3.5 MoE from_pretrained regression) and keeps the rest of the cluster conservatively separated as broad thematic similarities rather than duplicates. The soft-edge verdicts also read cautious and consistent with the titles/body metadata; no pair looks overstated or non-mergeable under a single bugfix." }, "evaluator_used": true, "retried": false, @@ -8241,15 +8164,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:25251", - "issue:29127", "issue:29942", "issue:30064", "issue:32090", "issue:33357", - "issue:34567", "issue:35141", "issue:36010", "issue:37428", @@ -8261,7 +8182,9 @@ "issue:43066", "issue:43278", "issue:43381", + "issue:43412", "issue:43575", + "issue:43611", "issue:43653", "issue:43976", "issue:43994", @@ -8274,8 +8197,6 @@ "issue:44462", "issue:44466", "issue:44479", - "issue:44610", - "issue:44734", "issue:44743", "issue:44857", "issue:44871", @@ -8283,26 +8204,33 @@ "issue:45198", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45520", "issue:45563", "issue:45588", - "issue:45823" + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" ], "soft_pairs": [ - "issue:36010|issue:37428", + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", "issue:29942|issue:35141", + "issue:36010|issue:37428", "issue:42490|issue:43575", - "issue:44857|issue:45588", "issue:43065|issue:45412", + "issue:44857|issue:45588", "issue:45245|issue:45563", "issue:45372|issue:45459", - "issue:44448|issue:44466", "issue:45588|issue:45823", "issue:43653|issue:44743", + "issue:44448|issue:44466", "issue:43278|issue:43381", "issue:43976|issue:45440", "issue:43994|issue:45412", @@ -8311,207 +8239,229 @@ "issue:43066|issue:44462", "issue:44206|issue:44479", "issue:44451|issue:45520", - "issue:42915|issue:42994", "issue:44871|issue:44977", + "issue:42915|issue:42994", "issue:44361|issue:45198", + "issue:43611|issue:46121", "issue:43065|issue:43994", "issue:44265|issue:45198", - "issue:33357|issue:39692", "issue:29942|issue:30064", - "issue:44734|issue:45406", - "issue:29127|issue:34567", - "issue:44610|issue:45412" + "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "7db875d41f119fe783f590566776c35c55256c0df840cd2b5a5491fa58350443", + "prepared_review_unit_hash": "c0702a8ca86855af861d23a27565d79355b937455c475b1d7812712607fd7e1f", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36128, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of Transformers bug reports, not a tight duplicate cluster. The soft pairs mostly share only broad subsystem similarity (tokenizers, serving, vision models, flash-attn, quantization) but point to different code paths and failure modes.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44462 is the clearest standalone regression report here: it names a specific tokenizer-loading problem, has a concrete symptom, and is more actionable than the other broadly similar tokenizer issues.", + "summary": "The set is heterogeneous; none of the proposed soft pairs look like the same underlying bug or change, so all soft edges are rejected. issue:45588 is the best issue representative because it is a concrete runtime crash report and the most central node among the soft similarities.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45588 is the most central concrete bug report here, with several nearby flash-attention-related similarities, so it is the best single issue representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the strongest representative issue in the set because it is specific, reproducible, and directly tied to user-facing loading behavior.", + "best_issue_reason": "It is a specific, reproducible crash in a named file and the clearest actionable report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs and code paths: Gemma3n executorch export failure vs flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated symptoms: Qwen3.5 flash-attention generation regression vs a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Gemma 4 processor import error from ReasoningEffort vs a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both involve tokenizer/feature handling, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in FuyuBatchFeature; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Both are import errors, but they involve different symbols, modules, and root causes." + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization are unrelated bugs." + "reason": "Flash Attention 2 test failures are unrelated to embedding resize/post_init reinitialization of output embeddings." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "A local-path import warning and a tensor-parallel OOM are completely different issues." + "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Both are runtime crashes, but in different components and code paths." + "reason": "A trailing-slash local path import warning is unrelated to a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d initialization and RT-DETR memory retention are unrelated model behaviors." + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "CUDA AMP crash in LwDetrImageLoss is a different issue from flash_attention.py failing on s_aux=None." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and a stale generate warning are not the same bug." + "reason": "Category-count runtime limit and stale generate() warning are distinct bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Processor loading import failure and protobuf-error masking are different tokenizer-loading problems, not one defect." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Different output behavior and serialization inconsistency are separate regression classes." + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are different code paths and root causes." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash on s_aux=None and Gemma4 PLE device mismatch are unrelated." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token decode bug and Qwen3.5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences across v4/v5 are not the same bug as lm_head.weight serialization depending on device." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-time dtype change and gradient checkpointing in eval are distinct issues." + "reason": "Embedding dtype drift in evaluate and gradient-checkpointing being disallowed in eval mode are distinct behaviors." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeek implementation divergence are unrelated." + "reason": "Python version incompatibility and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference mismatch and RT-DETR memory release are different model bugs." + "reason": "SigLIP2 incorrect outputs and RT-DETR memory leaks are different bugs." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline output nesting and Trainer broadcast NoneType errors are unrelated." + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error do not share the same underlying defect." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both affect tokenization, but the failing models and failure modes differ." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are unrelated tokenizer bugs." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder typing and ignoring tokenizer.json are related broadly, but not the same underlying bug." + "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are both tokenizer-related but not the same concrete bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported image-processor arg and video-input regression are separate regressions." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are different failures." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure and a flash_attn import KeyError are unrelated." + "reason": "Loading a local model path issue is unrelated to a flash_attn import KeyError on Python 3.13." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Quantization config failure and quantized saving failure are different code paths." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation regression are distinct issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "EOS-token config inconsistency and flash-attention generation issues are unrelated." + "reason": "FineGrainedFP8Config loading failure and quantized-model saving failure are different quantization bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and different crash points; not the same bug." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "base_model_prefix loading breakage and rope-validation TypeError from JSON-loaded list are different code paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "MacOS bus error for a community CLIP model and SigLIP2 documentation errors are not the same issue." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention test failures and void segmentation map processing are unrelated." - }, - { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Serving KV-cache indexing and Gemma4Processor missing _tokenizer are different serve-time failures." + "reason": "torch.export failing on torch_compilable_check models and Wav2Vec2 save/tokenization failure are different bugs." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen updates are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Processor size mismatch and memory release after deletion are unrelated issues." + "reason": "MacOS bus error with community CLIP and SigLIP2 doc example errors are different problems despite both involving vision models." } ] }, @@ -8530,20 +8480,21 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:10000", "issue:15354", + "issue:29127", "issue:29942", "issue:32090", "issue:33357", + "issue:34567", "issue:36010", "issue:41720", "issue:42490", - "issue:42915", "issue:43262", "issue:43278", "issue:43329", @@ -8560,14 +8511,13 @@ "issue:43761", "issue:43824", "issue:43873", - "issue:43931", - "issue:44062", "issue:44186", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44554", + "issue:44610", + "issue:44734", "issue:44857", "issue:44977", "issue:45072", @@ -8576,253 +8526,246 @@ "issue:45245", "issue:45372", "issue:45406", + "issue:45412", "issue:45440", "issue:45491", "issue:45593", "issue:45834", - "issue:45859", - "issue:45907" + "issue:45859" ], "soft_pairs": [ + "issue:29127|issue:34567", + "issue:44610|issue:45412", "issue:43421|issue:45491", + "issue:44734|issue:45406", "issue:10000|issue:15354", "issue:43756|issue:45440", "issue:43873|issue:45229", - "issue:45372|issue:45406", "issue:42490|issue:43873", "issue:43278|issue:43575", + "issue:45372|issue:45406", "issue:43723|issue:44554", "issue:43653|issue:44442", "issue:41720|issue:45229", - "issue:43381|issue:43701", "issue:43526|issue:45834", - "issue:45103|issue:45372", + "issue:43381|issue:43701", "issue:43761|issue:45859", "issue:45440|issue:45593", - "issue:43278|issue:43329", + "issue:45103|issue:45372", "issue:29942|issue:36010", + "issue:43278|issue:43329", "issue:32090|issue:33357", - "issue:43334|issue:43531", "issue:43526|issue:44186", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:43824|issue:44279", "issue:43526|issue:44857", "issue:42490|issue:43381", - "issue:44442|issue:45072", "issue:43262|issue:44206", - "issue:42915|issue:43931", - "issue:44062|issue:45907", - "issue:43575|issue:43701", - "issue:43575|issue:44387" + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "59c1bf8d6822926173238040ba1540263557dcb0af998241187d1aea8195b679", + "prepared_review_unit_hash": "59b4504db2ee5db7c9f99ea2a5c9443d75cab6a586bd53b0219b18ccbd20336c", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36177, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 29, + "serialized_chars": 35927, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated subsystems (tokenizers, model loading, quantization/offloading, multimodal processors, training, and inference). The title similarity is mostly superficial, and none of the soft-edge pairs looks like a true duplicate.", - "confidence": 0.9, - "canonical_issue_reason": "No clear canonical issue: the items do not describe one underlying bug cluster, so there is no strong duplicate target to collapse onto.", + "summary": "This cluster is highly heterogeneous: the soft-paired issues point to different models, APIs, and failure modes, so none of the candidate pairs look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest runtime bug report in the set (offloading/quantization) and has the most generic scope, but it is still not a duplicate of the others.", + "best_issue_reason": "No single issue is a good canonical representative because the set spans unrelated bugs across tokenizers, multimodal processors, training, inference, and serving.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for invalid boxes is unrelated to TrainerState token counting." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory release are different bugs in different code paths." + }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different subsystems and failure modes: tokenizer post-processing update bug vs Gemma3 NaN embeddings from sliding-window batching." + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Unrelated models and errors: DistilBERT German issue vs TorchScript generator-expression export failure for ViT." + "reason": "German DistilBertModel issue and torch.jit.generator-expression export failure are different problems." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model implementation mismatches, but they affect different architectures and different bugs (RoPE layer dropout vs DeepSeekV3MoE divergence)." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are separate model-implementation bugs." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory/offloading, but one is a quantization offloading problem and the other is a Gemma4 multi-GPU OOM; not the same bug." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both are Gemma4-related, but one is an import dependency break and the other is a missing processor attribute in serve; distinct code paths." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are distinct resource-management issues." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading are unrelated." + "reason": "Import warning for local paths has nothing to do with quantization offloading." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Mixed BF16/FP32 dtype behavior during eval is unrelated to tensor-parallel OOM on a specific Qwen2 load." + "reason": "Training/eval dtype drift is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Missing mistral_common ReasoningEffort import and missing Gemma4Processor tokenizer state are different load-time errors." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different components and failure modes." + "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention correctness bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing for a specific tokenizer class." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and runtime failures: Qwen3 device-mapping cuda assert vs Gemma4 OOM." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-control bugs." + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are different inference failures." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "ImageProcessor label reduction bug and Kosmos2.5 OCR index error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR indexing." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to the Gemma4 processor import failure." + "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch are not the same defect." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Dtype drift in eval and undefined multimodal-token helpers are unrelated." + "reason": "auto_docstring annotation handling and Gemma4 processor dependency import failure are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + "reason": "Flash Attention test failures and GenerationMixin import breakage are different issues." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are different failure classes." + "reason": "Embedding dtype drift and multimodal token counting undefined variables are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Qwen3-VL pad_token_id load failure and Qwen3-MoE sliding_window issue are distinct model bugs." + "reason": "Trainer gpu_broadcast NoneType error and MacOS CLIP bus error are different runtime problems." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer/processor-adjacent, but one is label reduction in BeitImageProcessorFast and the other is LayoutLMv2Tokenizer padding/truncation crashes." + "reason": "These both involve tokenizers, but they affect different models and different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model-specific bugs." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." + "reason": "Qwen3.5 flash-attention generation and category-cardinality runtime limits are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific missing export/import and a generic dependency issue are not the same underlying bug." + "reason": "Specific Qwen2.5-VL import breakage is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Image label reduction and float16 AMP loss crash are unrelated." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crashes are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-with-slash import warning and gradient checkpointing in eval mode are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Different areas and bugs: tokenizer loading vs bfloat16 dtype mismatches in inference." + "reason": "Local-path import warning and checkpointing-in-eval are different concerns." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and unsupported feature-extractor argument are different audio-processing issues." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FP8 configuration failure and Qwen3-VL weight-shape mismatch are unrelated model-specific load errors." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different problems." + "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are different processor bugs." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both involve memory, but one is model-load OOM for a specific Qwen2 config and the other is a broader int4 reserved-memory regression; not the same concrete code path." + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." } ] }, @@ -8841,10 +8784,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28218", "issue:29127", @@ -8854,51 +8797,55 @@ "issue:34689", "issue:35141", "issue:38175", - "issue:41628", "issue:42907", + "issue:42915", "issue:43316", "issue:43381", "issue:43441", "issue:43493", "issue:43525", "issue:43550", + "issue:43575", "issue:43611", - "issue:43643", "issue:43646", + "issue:43701", "issue:43720", "issue:43761", "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", + "issue:44387", "issue:44442", "issue:44464", "issue:44479", - "issue:44568", "issue:44743", "issue:44811", "issue:44898", - "issue:44913", "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" + "issue:45803", + "issue:45907" ], "soft_pairs": [ + "issue:42915|issue:43931", + "issue:44062|issue:45907", + "issue:43575|issue:43701", + "issue:43575|issue:44387", "issue:43441|issue:45588", - "issue:43646|issue:44077", "issue:44743|issue:44811", + "issue:43646|issue:44077", "issue:29127|issue:35141", "issue:44977|issue:45584", "issue:44464|issue:45491", @@ -8907,11 +8854,11 @@ "issue:43316|issue:43525", "issue:44479|issue:45290", "issue:44442|issue:45803", - "issue:28218|issue:29127", "issue:43761|issue:44079", + "issue:28218|issue:29127", "issue:44442|issue:44898", - "issue:42907|issue:45698", "issue:33290|issue:34567", + "issue:42907|issue:45698", "issue:34689|issue:43611", "issue:43381|issue:43873", "issue:43931|issue:45216", @@ -8919,177 +8866,198 @@ "issue:43761|issue:44188", "issue:43316|issue:45759", "issue:43550|issue:44743", - "issue:43720|issue:44442", - "issue:41628|issue:45372", - "issue:43643|issue:44913", - "issue:44568|issue:45479" + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "3d2ccb14fe79a623f0e76df4c605d3ac9c2dcbb8b7ee84fdcc95eebc84842125", + "prepared_review_unit_hash": "e7822f73378b8b44dc8a419d203e00c447d612a88847c8bf75358049a2e86bdf", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36057, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "soft_pair_count": 28, + "serialized_chars": 36109, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a true duplicate cluster: the items span many unrelated bugs across tokenization, loading, config, attention, generation, and docs. All soft-edge pairs are only topic-level similar and should be rejected.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43873 is the most active open issue in the set and the closest thing to a broad anchor, but the cluster is too heterogeneous for a real canonical duplicate.", + "summary": "No soft-edge pair looks like a true duplicate or same underlying change; the items span unrelated models, APIs, and failure modes. The strongest standalone issue in this set is the custom-module save/load regression.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the clearest, most self-contained bug here: a specific save_pretrained/from_pretrained custom-module misresolution with direct user impact and a concrete code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, with a broad runtime-impact bug report; however, it should be treated as a standalone issue, not a duplicate hub.", + "best_issue_reason": "issue:45698 is the most actionable issue candidate overall: it has a concrete reproduction surface, a narrowly scoped failure mode, and is broad enough to matter beyond one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both involve flash attention, but they are different failures: model compatibility/regression vs an AttributeError in flash_attention.py for sink-less models." + "reason": "Different models and different failures: FineGrainedFP8Config setup vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated areas: tokenizer AddedToken construction vs list_repo_files forwarding a revision argument." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during model load with tensor parallelism is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both mention init/post_init behavior, but one is a v5 custom model initialization regression and the other is a patchtsmixer-specific post_init constraint." + "reason": "Both mention OOM, but the causes differ: TP load OOM vs int4 quantization memory growth." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral-3 RC failure and the other is an s_aux=None crash in integrations/flash_attention.py." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different code paths: recurrent state reset in modular_qwen3_5.py vs Whisper processor batch_decode skipping special tokens." + "reason": "Recurrent-state cache reset and Whisper skip_special_tokens decoding are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization behavior, but one is a general v5 custom model init breakage and the other is a patchtsmixer post_init policy issue." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: LayoutLMv3 error-message clarity vs token embedding resize reinitializing output embeddings." + "reason": "Error-message clarity in LayoutLMv3 is unrelated to output-embedding reinitialization after resizing embeddings." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Different model paths and symptoms: Qwen3.5 flash-attention generation bug vs Whisper empty transcription after align_special_tokens." + "reason": "Different features and failure modes: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both are generation/attention-related, but one is compiled forward chunked generation inconsistency and the other is Gemma3 NaN embeddings with mixed-length batches." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window all-padding windows." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different models and failure modes: MacOS bus error on CLIP loading vs unexpected zero probabilities on SigLIP2." + "reason": "Different vision-model bugs on different hardware/runtime paths: MacOS bus error vs zero probabilities in SigLIP2." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different loading/implementation problems for different model families; not the same underlying bug." + "reason": "Phi-4 multimodal load breakage is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but they concern different fields and model families (`Gemma3TextConfig` vs `Llama4Config.pad_token_id`)." + "reason": "Both are API/config issues, but they concern different configs and different missing fields, so not the same bug." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different regressions: video-input handling for Qwen VL models vs chat-template crashes on assistant tool-call messages." + "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated code paths." + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer spacing behavior vs a LayoutLMv3 error-message issue; no shared underlying bug." + "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a previous value was None." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Both involve outputs, but one is CLIPVision hidden_states regression and the other is ModelOutput key assignment semantics." + "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMV3 error-message clarity." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver non-default resolution failure are unrelated." + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to Perceiver non-default-resolution interpolation failure." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Both are save/load related, but one is dequantized checkpoint saving and the other is incorrect custom-module resolution after save_pretrained." + "reason": "AdaFactor/DeepSpeed OOM and TrainerState token-count tracking are different subsystems and different bugs." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "An optimizer OOM in deepspeed is not the same bug as TrainerState token counting not updating." + "reason": "Saving dequantized models failing is distinct from loading the wrong custom module after save_pretrained." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different mechanisms and model classes; not mergeable as one fix." + "reason": "Both are model-loading regressions, but one is Llama 3.2 Vision-specific and the other is a base_model_prefix handling change in v5." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate subsystems with different failure modes." + "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated behaviors." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load vs a Qwen3.5 save_pretrained regression are different bugs." + "reason": "Qwen3-VL weight-shape mismatch on load is not the same as Qwen3.5 save_pretrained producing an incorrect checkpoint." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A model discrepancy between HF and JAX is unrelated to docs still referencing pipeline() after v5 removals." + "reason": "SigLIP2 implementation discrepancy and stale pipeline documentation are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different attention/output issues: missing hidden_states vs divergent kernels from allow_is_bidirectional_skip branching under torch.compile." + "reason": "CLIPVisionModel hidden_states regression is separate from attention-kernel divergence under torch.compile." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch config handling, but one is an API discrepancy in Gemma3TextConfig and the other is unwrapping text_config for composite Qwen multimodal configs." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to recurrent states resetting with cache in Qwen3.5." }, { "left": "issue:43720", @@ -9098,22 +9066,10 @@ "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." }, { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Both are import-related, but they involve different missing symbols and different processor/loading paths." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are distinct config/reload bugs." - }, - { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token insertion and sequence-classification zero-loss behavior are different problems." + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." } ] }, @@ -9132,10 +9088,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:25251", "issue:28282", @@ -9147,25 +9103,22 @@ "issue:35141", "issue:36010", "issue:36331", + "issue:41628", "issue:41950", "issue:42617", "issue:43065", - "issue:43232", "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", - "issue:43452", "issue:43475", "issue:43540", "issue:43550", "issue:43575", "issue:43606", + "issue:43643", "issue:43701", "issue:43716", - "issue:43742", - "issue:43761", "issue:43825", "issue:43873", "issue:44077", @@ -9174,30 +9127,36 @@ "issue:44479", "issue:44496", "issue:44514", + "issue:44568", "issue:44617", "issue:44792", "issue:44855", "issue:44871", "issue:44877", + "issue:44913", "issue:45127", "issue:45137", "issue:45200", + "issue:45372", + "issue:45479", "issue:45584", - "issue:45656", - "issue:46050" + "issue:45656" ], "soft_pairs": [ + "issue:41628|issue:45372", "issue:32090|issue:33290", + "issue:44568|issue:45479", "issue:34689|issue:36010", "issue:43873|issue:44871", - "issue:44190|issue:44496", "issue:44077|issue:44479", + "issue:44190|issue:44496", + "issue:43643|issue:44913", "issue:44855|issue:45137", "issue:29127|issue:33357", "issue:33290|issue:34689", + "issue:33290|issue:45656", "issue:43316|issue:44877", "issue:43540|issue:44514", - "issue:33290|issue:45656", "issue:43316|issue:43716", "issue:43404|issue:43441", "issue:43295|issue:43825", @@ -9212,227 +9171,210 @@ "issue:45127|issue:45200", "issue:42617|issue:43575", "issue:33290|issue:35141", - "issue:43232|issue:43388", - "issue:33290|issue:36331", - "issue:43761|issue:44479", - "issue:43575|issue:43742", - "issue:43452|issue:44496", - "issue:44871|issue:46050" + "issue:33290|issue:36331" ], - "prepared_review_unit_hash": "8f64af31adf721bb076a5e665e6b5aa33cb4f41d92d4f0410b54c85d9e496008", + "prepared_review_unit_hash": "1821a0ca5a157d270620c78e4af693373b27692579206bd3dc42a1ba1b5d6b47", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37024, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the proposed soft pairs mostly connect unrelated issues across model loading, training, pipeline, and quantization/offload regressions. I would not merge any of the soft edges into duplicate clusters.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue cleanly represents the whole set because the cluster is not a true duplicate group; if forced to pick an anchor, #43873 is the broadest active issue, but it does not subsume the others.", + "summary": "The cluster is heterogeneous: the suggested soft pairs span unrelated bugs (imports, configs, deepspeed/optimizer behavior, vision/video processor issues, and model-specific regressions). None look like the same underlying issue, so there is no meaningful canonical duplicate target here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best issue anchor because it is open, actively discussed, and broad enough to serve as a representative bug report, even though it is not a duplicate of the other issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure paths: AutoImageProcessor vs ReasoningEffort/Gemma 4 processor loading." + }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Different bugs: `_gpu_broadcast_one` NoneType trainer failure vs DeepSpeed+Adafactor OOM." + "reason": "Trainer/_gpu_broadcast_one NoneType handling is unrelated to the Adafactor+DeepSpeed OOM report." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion regression is unrelated to a zero-loss classification bug with num_labels=1." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Both are import/model-loading errors, but the failures are unrelated: Llama 3.2 vision loading vs missing `GenerationMixin` import." + "reason": "Model loading for Llama 3.2 Vision is not the same bug as failing to import GenerationMixin." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offload behavior is not the same as Gemma-3 eos token configuration mismatch." + "reason": "Quantization/offloading behavior and Gemma 3 eos_token_id config mismatch are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A model's optional post_init restriction is unrelated to the Qwen video-input regression." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a no-trainer script is unrelated to an unrecognized model/config loading error." + "reason": "Local dataset loading in an example script is unrelated to config.json lacking a model_type." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "`post_init` allowance for patchtsmixer is unrelated to the v5 video-input regression in Qwen models." + "reason": "trust_remote_code config field loss is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing failure is unrelated to DeepSpeed ZeRO3 deque/pop errors." + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are different model/runtime problems." + "reason": "LayoutLMv3 error clarity and a MacOS bus error with CLIP are different failures and code paths." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/DeepSpeed OOM does not match a specific model-loading regression for Llama 3.2 vision." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM from Adafactor in DeepSpeed is distinct from optimizer.step being called twice." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to strict config blocking granite_speech loading." + "reason": "Gemma3TextConfig API inconsistency is not the same as strict config loading rejecting granite_speech." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is not the same as Qwen2_5_VL batched chat-template crash." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both involve training/optimizer behavior, but one is OOM in DeepSpeed Adafactor and the other is double optimizer stepping." + "reason": "Qwen3OmniMoe video-input validation failure differs from batched apply_chat_template crashing with padding=False." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API mismatch and image preprocessor dtype mismatch are different issues in different code paths." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." + "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to a FlashAttention failure in Ministral-3." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message regression." + "reason": "Processor/tokenizer API regression is unrelated to an error-message wording issue in pipeline()." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure do not describe the same bug." + "reason": "ESM2 breakage is a separate problem from a janus model test failure." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to PyTorch missing ImportError for AutoModel." + "reason": "Pipeline top_k nesting behavior is unrelated to a missing-PyTorch ImportError." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor selection is unrelated to Sam3VisionEncoderOutput missing `fpn_position_embeddings`." + "reason": "Video-classification pipeline selecting image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different code-path bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos-token config mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Gemma eos_token_id config inconsistency is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-implementation concern, not the same as Sam3Video CUDA OOM." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same defect." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos-token list-vs-single-value mismatch are different model-interface bugs." + "reason": "Custom model processor/tokenizer regression is unrelated to Gemma eos_token_id mismatch." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab is not the same as Gemma 4 requiring `mm_token_type_ids` to default to zeros." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Running 3d_parallel.py and OOM loading Qwen2-57B are separate failures with different causes." + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B-A14B with tp are different issues." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in `post_init`." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs sync issue is unrelated to `gather_for_metrics` dropping tuple label elements." + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in post_init." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Adafactor OOM under DeepSpeed is unrelated to `compute_loss` signature incompatibility." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regressions." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "OOM loading a 57B model via tensor parallelism is unrelated to a key error loading MobileLLM-125M." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file handling for tokenizer/model loading is unrelated to the generic unrecognized-model config error." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos-token configuration mismatch is unrelated to quantized model save/load breakage after sinq." + "reason": "OOM in DeepSpeed does not match the unexpected num_items_in_batch argument in CustomTrainer.compute_loss." } ] }, @@ -9451,25 +9393,26 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:41720", "issue:43065", + "issue:43232", "issue:43335", + "issue:43388", + "issue:43452", "issue:43504", - "issue:43540", - "issue:43550", - "issue:43644", + "issue:43575", "issue:43646", "issue:43673", + "issue:43742", "issue:43761", "issue:43827", "issue:43906", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", "issue:44077", @@ -9477,6 +9420,7 @@ "issue:44242", "issue:44462", "issue:44479", + "issue:44496", "issue:44521", "issue:44534", "issue:44610", @@ -9486,9 +9430,8 @@ "issue:44743", "issue:44792", "issue:44855", - "issue:44877", + "issue:44871", "issue:44913", - "issue:44938", "issue:44964", "issue:44977", "issue:45127", @@ -9496,15 +9439,20 @@ "issue:45290", "issue:45357", "issue:45381", - "issue:45542", "issue:45584", "issue:45588", "issue:45600", "issue:45698", "issue:45803", - "issue:45907" + "issue:45907", + "issue:46050" ], "soft_pairs": [ + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43504|issue:45698", "issue:43673|issue:44743", @@ -9512,230 +9460,212 @@ "issue:44077|issue:44534", "issue:44479|issue:44734", "issue:43065|issue:44610", - "issue:44617|issue:45584", "issue:44792|issue:44977", - "issue:43827|issue:43994", + "issue:44617|issue:45584", "issue:43906|issue:45290", - "issue:43931|issue:44060", + "issue:43827|issue:43994", "issue:44190|issue:44964", + "issue:43931|issue:44060", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44855|issue:45588", "issue:44792|issue:45600", "issue:44737|issue:45803", "issue:45127|issue:45357", - "issue:44521|issue:45381", "issue:43335|issue:44855", - "issue:44462|issue:45907", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:44938|issue:45542", - "issue:43540|issue:44734", - "issue:43644|issue:44913", - "issue:44077|issue:44877" + "issue:44521|issue:45381", + "issue:44462|issue:45907" ], - "prepared_review_unit_hash": "f7220f2be3f0a7e769922bb8aa5f1f3dbc13d0360e17ec89abfa682ff2329268", + "prepared_review_unit_hash": "6caa613ec1e032fd16ce132c788db3eb7cc16e29d1669bfa5acb80adf82abd59", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35542, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate pair stands out: the two reports about non-persistent buffers being filled with junk in Transformers v5. The rest are distinct bugs affecting different models, APIs, or code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the non-persistent-buffer regression and has the stronger provenance; issue:44534 reads like a later rewording of the same bug.", + "summary": "This cluster is not a duplicate set: the issues span unrelated loading, generation, multimodal, config, and tooling regressions. All soft edges should be rejected; the similarities are mostly broad subsystem overlap.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 best represents the underlying bug cluster because it is the original, version-specific report and captures the concrete failure mode clearly.", + "best_issue_reason": "If forced to pick a representative, issue 45698 is the broadest save/load regression, but it is not a safe canonical for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are model regressions, but CLIP hidden-states behavior and Qwen VL video-input behavior are different code paths and bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are unrelated failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 TP OOM and MobileLLM key-error loading are distinct load-time problems with different causes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and missing model_type config both affect loading, but they are different mechanisms and fixes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Token-ID mismatch on Gemma-3 and quantized model reload breakage are separate save/load issues." + }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both involve model/config behavior, but one is custom model initialization and the other is GPTNeoX config reload semantics; different bugs." + "reason": "Generic v5 custom init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading and wrong custom-module loading after save_pretrained are different serialization/loading problems." + "reason": "BEiT legacy-field preset loading and wrong custom-module loading after save_pretrained are different defects." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is recurrent-state reset logic; not the same code path." + "reason": "Both involve cache/generation, but one is missing cache in GenerationMixin and the other resets recurrent state in Qwen modular code." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Unrelated issues: CLIP hidden_states regression versus MoE load-balancing loss omission." + "reason": "Hidden_states missing in CLIPVision and missing MoE load-balancing loss are unrelated behaviors." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation for patchtsmixer is unrelated to the v5 non-persistent buffer junk regression." + "reason": "Optional post_init enforcement and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failures: multimodal video regression versus KV-cache continuation tensor indexing." + "reason": "Qwen VL video-input regression and serve KV-cache indexing crash are not the same bug." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor size mismatch are unrelated model-specific bugs." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px-vs-224px mismatch are unrelated model/processor issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug do not describe the same defect." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different failures." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Documentation still referencing pipeline() is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "43906 is only an isolated reproduction of an older issue; there is not enough evidence here to say it is the same concrete crash as the tool-call apply_chat_template bug." + "reason": "The first is only a reproduction of another issue; the second is a tool-call empty-content crash, so there is no clear same underlying bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Weight-shape mismatch during model loading and an incorrect tied-weights warning are different model-definition issues." + "reason": "Docs still referencing pipeline() and Siglip2 producing nonsense with AutoModel/pipeline are different problems." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training example and Phi-4 multimodal model loading are unrelated." + "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different tensor/config bugs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization regression is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk in v5 and rotary_pct not persisting on GPTNeoX reload are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on A800 with auto device mapping is unrelated to the category-count limit error." + "reason": "CUDA assert on A800 device mapping and category-count limit are entirely different errors." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to flash-attention crashing on sink-less models." + "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are different problems." + "reason": "Janus test failure and stale auto_mappings references to removed configs are different issues." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor creation bug and a bare-except swallowing errors in FuyuBatchFeature are unrelated." + "reason": "CPU arange device placement and bare-except swallowing errors are unrelated code defects." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a different failure from Qwen3.5 saving incorrect visual-encoder keys." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "All-zero assistant masks in chat templating are different from wrong vision_position_ids in qwen2.5-vl video inputs." + "reason": "LoRA merge with extended vocabulary and incorrect visual encoder keys on save_pretrained are separate save/load regressions." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and a DebertaV2 import parse error are unrelated." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer file selection and list_repo_files revision forwarding are separate repository API issues." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Python version support regression and Python 3.13 import parse failure are not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import/load failure and tensorboard-without-TensorFlow backend error are different environment/setup issues." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "patchtsmixer post_init policy and strict config blocking granite_speech loading are not the same code-path problem." + "reason": "Sparse-layer creation in SwitchTransformers and a Deberta Python 3.13 parse/import error are unrelated." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct resetting on reload are unrelated regression classes." + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but they affect different template-generation paths." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "These touch initialization, but they target different behaviors and cannot plausibly be merged as one fix." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being initialized with junk; 44534 is a later restatement of the same symptom." + "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository/file-loading bugs." } ] }, @@ -9757,7 +9687,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:35141", "issue:36246", @@ -9765,35 +9695,33 @@ "issue:38617", "issue:39692", "issue:41628", - "issue:41950", "issue:42490", - "issue:42907", "issue:43065", "issue:43295", "issue:43335", - "issue:43388", "issue:43404", - "issue:43441", "issue:43479", - "issue:43643", + "issue:43540", + "issue:43550", + "issue:43644", "issue:43650", - "issue:43688", - "issue:43854", - "issue:44016", + "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:44855", + "issue:44877", "issue:44913", "issue:44933", - "issue:44964", + "issue:44938", "issue:45003", "issue:45216", "issue:45245", @@ -9801,259 +9729,242 @@ "issue:45362", "issue:45375", "issue:45446", + "issue:45542", "issue:45563", "issue:45584", "issue:45600", "issue:45632", - "issue:45803" + "issue:45803", + "issue:46082", + "issue:46121" ], "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:44077|issue:44877", "issue:35141|issue:42490", + "issue:43644|issue:44913", "issue:44112|issue:45600", "issue:43335|issue:44190", + "issue:46082|issue:46121", "issue:43650|issue:44220", "issue:39692|issue:44190", "issue:44496|issue:45803", - "issue:45276|issue:45584", "issue:36246|issue:41628", "issue:43479|issue:45375", + "issue:45276|issue:45584", "issue:45245|issue:45584", "issue:43295|issue:45276", "issue:44464|issue:45563", "issue:44186|issue:44734", "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44466|issue:44913", - "issue:44933|issue:45362", "issue:43404|issue:45216", + "issue:44933|issue:45362", "issue:44246|issue:45003", "issue:44734|issue:45632", - "issue:44561|issue:45632", "issue:36246|issue:38617", - "issue:45563|issue:45584", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:41950|issue:44016", - "issue:42490|issue:45632", - "issue:43854|issue:44964", - "issue:42907|issue:43441", - "issue:43388|issue:43688" + "issue:44561|issue:45632", + "issue:45563|issue:45584" ], - "prepared_review_unit_hash": "0e5aded3bb19f96d684a911a4c7bedfa738247bf64cbba9744f2887558566440", + "prepared_review_unit_hash": "41da554b8ccff6d4cee40e8eef8a5f5055033148d50fa35734f8e9be9b9963db", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36557, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated import errors, model/config regressions, pipeline bugs, and docs/test issues. The soft edges are driven by superficial lexical similarity (for example, many mentions of imports or model loading), but they do not describe the same underlying bug or change, so none should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "If forced to pick a representative issue, issue 41628 is the broadest user-facing regression in the set: a straightforward import failure on a public API. It is closer to the recurring import/API-failure theme than the more specialized model or pipeline bugs.", + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs, with only a few weakly similar import/config/runtime issues. None of the provided soft pairs look like true duplicates or the same underlying code-path fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45276 is the clearest, most concrete bug report in the cluster: it names the affected API, the observed resize_token_embeddings failure, and the impacted model behavior. It is a better anchor than narrower or more speculative reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the clearest, most general, and most likely to attract duplicate reports among this mixed set. That said, the cluster is not a true duplicate group, so this is only a representative choice.", + "best_issue_reason": "issue:45276 is the strongest standalone issue because it is specific, reproducible, and clearly actionable, while still being concise enough to represent the nearest real bug theme in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is a token-embedding resize/tied-weights bug; the other is a local-model path trailing-slash import warning. Different code paths and failure modes." + "reason": "Both mention Python-version breakage, but one is a package load problem and the other is an IndentationError from a scripted model file; different failure modes and fixes." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "CI stale-device-override test failure vs. auto_mappings referencing removed Sam3LiteText configs. Both are CI-related but clearly different breakages." + "reason": "Unrelated problems: SDPA/torch.compile model failure versus local dataset loading in an example script." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs. local dataset loading in an example script. No shared underlying defect." + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different import/runtime issues." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Placeholder-style issue title vs. audio feature extraction bug. No substantive overlap." + "reason": "Different concrete bugs and code paths: Qwen3OmniMoe video processing versus serve KV-cache continuation indexing." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "SigLIP2 docs example errors vs. local dataset loading in an image-classification script. Different problems, different surfaces." + "reason": "Both involve config validation, but they target different models and different behaviors; not the same bug." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Unrecognized model/config error vs. bare-except swallowing errors in Fuyu batch conversion. Different failure mechanisms." + "reason": "Resize/tied-weights behavior is unrelated to a trailing-slash local model import warning." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Gemma4 resize_token_embeddings behavior vs. Whisper empty transcription failure. Both involve generation/model behavior, but not the same bug." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." }, { - "left": "issue:36246", + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but one is a GraniteSpeech device test and the other is an auto-mappings reference cleanup; not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config construction and local dataset loading are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation-related, but one is a Llama head_dim constraint and the other is rope-parameter list handling; different fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue title and an audio feature extraction bug are not the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors versus dataset loading failure; different scope and root cause." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model loading and a bare-except swallowing errors are unrelated." + }, + { + "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Different import targets and likely different missing exports: Qwen2_5_VLImageProcessor vs. AutoImageProcessor." + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate one shared fix." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4 multimodal default config initialization vs. Qwen3_5MoeVisionConfig missing a field. Both are config issues, but not the same one." + "reason": "Different config bugs in different model families; one is default subconfig initialization, the other is strict-field dropping." }, { - "left": "issue:45245", + "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime error is unrelated to Whisper's empty-transcription generation failure." + "reason": "Resize-token-embedding/output-embedding behavior is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs. Gemma4 embedding resize bug. Different API surfaces and symptoms." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different code paths and fixes." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs. stale warning in paged generate. Different issues, one correctness and one warning behavior." + "reason": "Compiled chunked generation inconsistency and a stale paged-generate warning are not the same bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash vs. serve KV-cache continuation indexing bug. Both are runtime bugs, but on different components." + "reason": "Tokenizer batching/padding crashes and serve KV-cache indexing errors are unrelated." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probabilities model behavior vs. dummy Conv2d in Sam3PixelDecoder. Unrelated model internals." + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 vs. incorrect torch version gate for AuxRequest import. Related to torch checks only at a very broad level." + "reason": "Both touch flex_attention, but one is a compile-time failure on newer torch and the other is a version-check/import gate bug; not mergeable as one fix." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "v5 serialization of lm_head.weight vs. GPTNeoX rotary_pct reload regression. Both are config/serialization related, but separate bugs." + "reason": "Weight tying in Mistral3 and Qwen3.5 checkpoint saving are different model-specific issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils vs. Qwen3.5-35B chat crash. Import surface vs. model chat runtime failure." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Mistral3 lm_head tying bug vs. Qwen3.5 save_pretrained regression. Different models and different persistence/weight-tying problems." + "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import taking long sometimes vs. unsafe sys.modules access in modeling_utils. Both touch import-time behavior, but one is performance and the other is unsafe access." + "reason": "Import latency and unsafe sys.modules access are different issues." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV cache indexing crash vs. trust_remote_code cache-path collision. Different subsystems and failure modes." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models vs. cache-path collision for local models. Both affect remote/local model loading, but not the same bug." + "reason": "Serve KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Two separate import errors for different symbols in different modules. Same broad area, but not the same underlying missing export." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged generate warning mismatch vs. Whisper empty-transcription failure. Warning bug and functional generation bug are different." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "trust_remote_code AutoConfig missing fields vs. unrecognized model/config.json error. Both involve config loading, but one loses fields after loading and the other cannot resolve the model." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading failure vs. Sam3LiteText auto_mappings CI breakage. Different models and different breakpoints." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "CI stale device override test vs. model loading failure for Phi-4 multimodal. No shared code path." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline using image processors vs. syntax error in a notebook. Completely unrelated." + "reason": "Both are import errors, but they refer to different missing names and likely separate export defects." }, { - "left": "issue:42490", + "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Trailing-slash warning on local model paths vs. cache-path collision between local models. Both concern path handling, but one is warning behavior and the other is cache key collision." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash vs. Phi-4 multimodal loading failure. Different models and likely different root causes." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral/Devstrals vs. FlashAttention failure in Ministral-3. Same family name, but different operations and bug class." + "reason": "Removal of a helper breaking trust_remote_code and cache-path collisions are different problems." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch vs. auxiliary-loss normalization in OLMoE/GPT Oss. Both training-related, but not the same defect." + "reason": "A stale warning and a Whisper generation failure are not the same underlying bug." } ] }, @@ -10072,33 +9983,35 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ - "issue:32090", - "issue:35141", - "issue:38175", "issue:41950", "issue:42175", + "issue:42490", + "issue:42907", "issue:43295", "issue:43299", "issue:43335", "issue:43381", + "issue:43388", + "issue:43441", "issue:43479", "issue:43525", "issue:43526", "issue:43531", - "issue:43577", + "issue:43643", "issue:43673", + "issue:43688", "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44075", + "issue:44112", "issue:44220", "issue:44242", "issue:44279", @@ -10106,10 +10019,9 @@ "issue:44351", "issue:44368", "issue:44496", - "issue:44617", - "issue:44683", "issue:44779", "issue:44933", + "issue:44964", "issue:45020", "issue:45042", "issue:45200", @@ -10118,29 +10030,36 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45542", "issue:45584", "issue:45593", "issue:45600", + "issue:45632", "issue:45759", - "issue:45812", - "issue:45823" + "issue:45812" ], "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:41950|issue:44016", + "issue:43854|issue:44964", + "issue:42490|issue:45632", + "issue:42907|issue:43441", "issue:43673|issue:44336", + "issue:43388|issue:43688", "issue:44016|issue:44220", - "issue:43295|issue:45335", "issue:43531|issue:45600", + "issue:43295|issue:45335", "issue:42175|issue:44279", "issue:43526|issue:43901", - "issue:44496|issue:45042", "issue:43299|issue:45216", + "issue:44496|issue:45042", "issue:43335|issue:45593", "issue:44075|issue:44368", "issue:43381|issue:45593", - "issue:45335|issue:45584", "issue:43901|issue:44496", "issue:43299|issue:45357", + "issue:45335|issue:45584", "issue:44496|issue:45759", "issue:43976|issue:45405", "issue:41950|issue:45020", @@ -10148,217 +10067,216 @@ "issue:44351|issue:45278", "issue:43479|issue:43525", "issue:43824|issue:44933", - "issue:44779|issue:45812", - "issue:44683|issue:45542", - "issue:44016|issue:44062", - "issue:41950|issue:45823", - "issue:43577|issue:45216", - "issue:38175|issue:44617", - "issue:32090|issue:35141", - "issue:43299|issue:43854" + "issue:44779|issue:45812" ], - "prepared_review_unit_hash": "db466fb854fbb375907b1b1bb95cd01f71de377210a5e24e9b417df113179603", + "prepared_review_unit_hash": "a10dfe806e94729ffe59f0f15481ce947d5e19bf8222831368eaa0928efb2709", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36382, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 30, + "serialized_chars": 36690, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the issues span unrelated models, pipelines, configs, tokenizer behavior, packaging, and docs/runtime regressions. I would not merge any of the soft-edge pairs.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly a grab-bag of Transformers regression reports around model loading/import/export behavior, plus a few unrelated config, training, and docs issues. No soft pair looks like a clear duplicate on the evidence provided.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it frames the broad recent-version regression theme affecting remote-code/custom models, which is the closest common thread across many of the loading/import failures in this set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the most representative global issue because it is broad enough to subsume multiple model-loading breakages without being tied to a single model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading failures, but one is a missing field from trust_remote_code AutoConfig and the other is an unrecognized model/config type; different underlying bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a specific model-load failure, the other is a CI break from stale autogenerated mappings; related area, not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure and model loading failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local/trust_remote_code path handling, but one is a trailing-slash import warning and the other is a cache-path collision for same leaf names; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention load failures are distinct issues." + }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Different subsystems and failure modes: GenerationMixin chunked-prefill cache handling vs ANSI formatting in loading_report." + "reason": "Generation cache/chunked_prefill and ANSI color output in loading_report are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Notebook syntax error is unrelated to audio feature extraction in _torch_extract_fbank_features()." + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different code paths." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both are regressions, but one is about processor/tokenizer input handling and the other about resizing token embeddings in t5gemma." + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale Sam3LiteText auto_mappings references are unrelated bugs." + "reason": "Qwen3-MoE sliding-window behavior and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not propagating to decoder.embed_tokens are different bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both mention dependencies, but one is a pip extras/backend omission and the other is a vague transformers dependency issue with no shared concrete code path." + "reason": "Generic dependency/install backend issue vs vague dependency issue; too broad to be the same concrete bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch about return_all_scores." + "reason": "ImageProcessorFast label reduction bug and docs about return_all_scores are unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Model config resolution failure and PIL image processor torchvision dependency checks are different issues." + "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is incorrect save_pretrained output; not the same bug." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different code paths." + "reason": "Model config import failure vs PIL backend requiring torchvision; unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss logic are unrelated model-specific bugs." + "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer arguments not being used is unrelated to a tie_word_embeddings warning during Qwen fine-tuning." + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are separate behaviors with no shared root cause." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "t5gemma embedding resize propagation and Whisper empty-transcription handling after align_special_tokens are different bugs." + "reason": "Gradient checkpointing in eval mode and D-FINE loss computation are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording for TextClassificationPipeline is unrelated to a model-loading config error." + "reason": "Docs mismatch for return_all_scores vs unrecognized model import failure; not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen multimodal models, but one is a loading regression and the other is incorrect save_pretrained visual encoder keys." + "reason": "Same model family, but one is loading failure and the other is incorrect visual-encoder keys on save; different code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and failure to unwrap text_config in composite Qwen configs are different loader failures." + "reason": "Missing model_type for a specific repo and AutoModelForCausalLM not unwrapping text_config are different composite-config issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version incompatibility is unrelated to the PEFT minimum-version bump." + "reason": "Python version support breakage and a bumped PEFT minimum version are unrelated." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are unrelated subsystems." + "reason": "Video-classification pipeline looking for image processors is a specific pipeline bug, not the broader remote_code regression described here." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are different model-training issues." + "reason": "Load-balancing loss omission and Gemma 4 token-type defaults are different training/model-input bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache export is too specific to merge with a broad 'many import errors' report." + "reason": "A single missing top-level import and a broad report of many import errors after upgrade may be related, but the evidence is not enough to call them the same concrete bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default config initialization and Llama4Config missing pad_token_id are separate config bugs." + "reason": "Phi4 multimodal default config initialization and missing pad_token_id on Llama4Config are distinct config defects." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "These are both import errors, but they concern different symbols/modules and do not share the same underlying defect." + "reason": "Both are import failures, but they concern different symbols and modules; not clearly the same underlying breakage." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Tokenizer regression for Deepseek and wrong token IDs for Granite are model-specific and not the same bug." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow/tensorboard installation behavior are unrelated." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special arguments." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video-classification pipeline processor lookup and Gemma4 device_map forward placement are different issues." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained key corruption are unrelated regressions." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are different failure classes." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer _gpu_broadcast_one TypeError and token embedding reinitialization in post_init are unrelated bugs." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "A single missing HybridCache import is not the same underlying problem as a broad post-upgrade import breakage report." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization paths." } ] }, @@ -10377,46 +10295,47 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", "issue:39692", "issue:41950", "issue:42994", "issue:43065", - "issue:43122", "issue:43295", + "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "issue:43577", "issue:43650", "issue:43653", - "issue:43723", - "issue:43784", + "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", + "issue:44062", "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:45216", "issue:45276", "issue:45290", "issue:45325", @@ -10431,15 +10350,22 @@ "issue:45907" ], "soft_pairs": [ + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44016|issue:44062", + "issue:43299|issue:43854", + "issue:32090|issue:35141", "issue:39692|issue:43901", "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:44462|issue:45081", "issue:41950|issue:43650", "issue:43976|issue:44987", - "issue:44297|issue:44462", "issue:43976|issue:44279", "issue:45081|issue:45907", + "issue:44297|issue:44462", "issue:44521|issue:45325", "issue:43450|issue:44279", "issue:43441|issue:45834", @@ -10448,235 +10374,214 @@ "issue:42994|issue:43317", "issue:44261|issue:44263", "issue:44466|issue:45276", - "issue:43441|issue:44683", "issue:44623|issue:45397", "issue:44623|issue:44749", + "issue:43441|issue:44683", "issue:43650|issue:45290", - "issue:43653|issue:45593", - "issue:43723|issue:44162", - "issue:44016|issue:45823", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44987|issue:45542", - "issue:43901|issue:43994", - "issue:43784|issue:45542", - "issue:43122|issue:43650", - "issue:44016|issue:44291" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "28984978ee6370ac7f88c7f86ea0905e1706c71a380fe07b6311e49f34c2e687", + "prepared_review_unit_hash": "105c3ba49360d926550940e0942240098b799e23722486e73f2b3f6366c78adc", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36421, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate/change-equivalent match. The cluster has some tokenizer/processor/loading regressions, but the paired artifacts still point to different concrete failure modes, models, or code paths.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43723 is the best cluster anchor: it is a clear v5 tokenizer-loading regression and the broadest representative of the tokenizer-related near-matches.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, serialization, docs, CI, and attention-kernel issues. I found no convincing duplicate chain or shared underlying bug/change across the soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too diverse to share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most actionable and general issue in this set; it captures the shared tokenizer-loading regression theme better than the more model-specific or unrelated reports.", + "best_issue_reason": "None of these issues is a strong global canonical. If forced to pick a stand-in, 44521 is the most active/concrete, but it still does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs tensorboard installed without TensorFlow." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression affect different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated symptoms and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is not the same underlying bug as AddedToken argument collision." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are different model-load failures for different models and mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error is unrelated to token-embedding resize/post_init reinitialization." + }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both involve docs/examples around pipelines, but one reports SigLIP2 example errors and quantization failure while the other is a TextClassificationPipeline docs mismatch; different bugs." + "reason": "Both touch docs, but they are separate documentation issues with different behavior changes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION; they describe different package/version issues." + "reason": "Generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "One is a processor/tokenizer regression in custom model code, the other is Deepseek tokenization output differences; related area, different underlying bug." + "reason": "Both involve tokenizers, but they are different regressions in different APIs and code paths." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading related, but one ignores repository tokenizer.json and the other crashes in the Mistral regex patch path; not the same failure." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video-classification processor lookup and an unrelated placeholder issue ('ADD THE DATA') are not the same bug." + "reason": "Video-classification processor bug and placeholder 'ADD THE DATA' issue are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility and a model-loading failure for physical-intelligence/fast are different issues." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Both concern tokenizer serialization/loading, but one is tokenizer_class metadata mismatch on save and the other is AutoTokenizer ignoring tokenizer.json; distinct code paths." + "reason": "Python-version compatibility bug and model-loading failure are distinct issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python support regression is not the same as a vague dependency issue." + "reason": "Python 3.9+ incompatibility is unrelated to a dependency issue with transformers." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files missing revision forwarding are unrelated." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal assistant-mask generation and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "Both are multimodal, but assistant-mask generation and rope-index scaling are different bugs." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video-processor batch shape bug and a dependency issue do not match." + "reason": "Video processor batch-shape bug is unrelated to a dependency issue." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention on Ministral-3 and Kosmos2.5 OCR index errors are unrelated model-specific failures." + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo/CI hygiene issues, but one is stale auto_mappings references and the other is dummy class cleanup; not the same problem." + "reason": "Stale auto_mappings references and leftover dummy classes are separate repository hygiene issues." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver resize/classification failure; different code paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failure." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model loading with device_map=auto are different quantization/offload failures." + "reason": "Quantized model saving and dequantized model loading/offload are different problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is a missing config epsilon in MLA norm, the other is torch.split return handling in GlmMoeDsaIndexer; unrelated." + "reason": "RMS norm epsilon precision issue and torch.split return-values issue are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization and resize_token_embeddings not propagating are different model-state bugs." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on torch>=2.9 are separate attention-stack issues." + "reason": "Device-dependent lm_head serialization differs from gemma4 resize_token_embeddings behavior." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load paths." + "reason": "Missing processor.save_pretrained files and gemma-4 zero3 from_pretrained are distinct failures." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor serialization missing files and a Chinese report about slower filtering in v5.3.0 are not the same bug." + "reason": "Processor save_pretrained file omissions are unrelated to the Chinese-language performance regression." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention and compiled flex_attention failures are different attention-kernel bugs." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "'ADD THE DATA' is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Dummy data placeholder issue is unrelated to chat-template crashes with tool-call assistant messages." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "AutoTokenizer.from_pretrained loading in v5 and ESM2 breaking are different model/loading problems." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Both are wrong-output regressions, but CamemBERT masked LM predictions and Deepseek tokenizer results are different code paths/models." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Model-loading failure and a TensorBoard/TensorFlow backend dependency issue are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Documentation wording for return_all_scores and SigLIP2 nonsensical inference results are different issues." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "A NameError when importing sentence-transformers and a TensorBoard backend dependency problem are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer-output drift and 'ADD THE DATA' are not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." } ] }, @@ -10695,10 +10600,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:16998", "issue:22355", @@ -10707,60 +10612,69 @@ "issue:41950", "issue:42491", "issue:42757", + "issue:43122", "issue:43262", "issue:43299", - "issue:43352", "issue:43450", "issue:43525", "issue:43643", + "issue:43650", "issue:43673", + "issue:43723", "issue:43761", - "issue:43824", + "issue:43784", "issue:43881", "issue:43901", "issue:43976", + "issue:43994", + "issue:44016", "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", "issue:44297", "issue:44336", "issue:44351", + "issue:44361", "issue:44373", "issue:44485", "issue:44496", "issue:44521", - "issue:44561", "issue:44589", "issue:44617", - "issue:44749", + "issue:44671", "issue:44779", - "issue:44857", - "issue:44871", - "issue:44964", - "issue:45003", - "issue:45081", - "issue:45200", - "issue:45250", - "issue:45292", + "issue:44987", "issue:45362", "issue:45397", - "issue:45593" + "issue:45542", + "issue:45593", + "issue:45823" ], "soft_pairs": [ + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291", "issue:44188|issue:44336", "issue:44297|issue:45397", "issue:43450|issue:44617", "issue:43262|issue:44521", "issue:43673|issue:43761", "issue:43525|issue:43881", + "issue:41628|issue:43976", "issue:43525|issue:43643", "issue:44589|issue:45362", - "issue:41628|issue:43976", - "issue:43901|issue:44246", "issue:44336|issue:44373", + "issue:43901|issue:44246", "issue:42491|issue:43299", "issue:44242|issue:45593", "issue:16998|issue:22355", @@ -10769,233 +10683,210 @@ "issue:41950|issue:44220", "issue:44336|issue:44485", "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43352|issue:45250", - "issue:43824|issue:43976", - "issue:43976|issue:44964", - "issue:43673|issue:44561", - "issue:44246|issue:44871", - "issue:44242|issue:44857", - "issue:45081|issue:45362", - "issue:44295|issue:44749", - "issue:44162|issue:45200", - "issue:44779|issue:45292", - "issue:43901|issue:45003" + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "dc21e7da78ada6acec5a1f3988168cf37393633ad51420830b649dee179a1d62", + "prepared_review_unit_hash": "d36f92fc54146adfc07b3975bfbe307ae93106df84959291fab89f27887719d1", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36764, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "soft_pair_count": 29, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs, regressions, and import/config issues. None of the proposed soft edges look like the same underlying bug or change, so all are rejected. The strongest standalone issue in this set is 44521.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44521 is the clearest anchor: it is an open, concrete bug in apply_chat_template for multimodal inputs, with clear repro details and multiple inbound references.", + "summary": "These are mostly false-positive similarity edges across unrelated bug reports. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 45542 is the most connected node in this noisy cluster, so it is the least-bad anchor if one canonical issue is required; however, it does not truly subsume the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, current, and well-scoped; the rest are mostly isolated import errors, version regressions, or unrelated subsystem complaints.", + "best_issue_reason": "Issue 45542 is the best overall placeholder for the cluster because it is the most central by weak similarity links, but the set is too heterogeneous for a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure vs ESM2 model regression; different subsystems and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-map forward crash; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task error vs D-FINE missing auxiliary losses; different model families." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction bug vs Deepseek tokenizer regression; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading physical-intelligence/fast vs TensorBoard/TensorFlow backend detection; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs wrong SigLIP2 inference outputs; documentation vs model behavior." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs TensorBoard/TensorFlow backend error; different packages." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change across versions vs unrelated 'ADD THE DATA' issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; different bug classes." + }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Different subsystems and failure modes: attention-kernel divergence under torch.compile vs ANSI codes emitted by loading_report." + "reason": "torch.compile attention divergence vs ANSI codes in loading_report; unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading failure." + "reason": "Tokenizer metadata mismatch vs Gemma-4 zero3 from_pretrained failure; different subsystems." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Video processor batched-shape bug and Sam3Video CUDA OOM are different problems, not one code path." + "reason": "Video processor batch-shape bug vs SAM3Video CUDA OOM; shape logic vs memory capacity." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_mask generation; not the same bug." + "reason": "Audio chat-template sample-rate default vs multimodal assistant masks; same area, but different bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate model/runtime issues." + "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different features." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id missing and glm-4v loading failed are model-specific loading issues with different causes." + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python-version incompatibility in 5.1.0; unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention config fields, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; not the same defect." + "reason": "Llama4Config attribute error vs trust_remote_code AutoConfig missing fields; distinct config handling bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different failure modes." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Cannot import AutoImageProcessor and Python-version compatibility are different import/runtime problems." + "reason": "ANSI code output bug vs wrong position_ids docstring; formatting vs documentation." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import slowness." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "Docs mismatch for return_all_scores vs import performance complaint; unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen models, but one is LoRA compatibility across hf versions and the other is Qwen3VL Moe loading on v5; different bugs." + "reason": "Qwen3 MoE LoRA compatibility regression vs Qwen3VL MoE loading breakage; same family, different concrete failures." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-training issues." + "reason": "Router load-balancing loss bug vs D-FINE auxiliary-loss omission; different training logic." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 and missing transformers.onnx are unrelated." + "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module; unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error and gemma-4 zero3 loading failure are not the same code-path problem." + "reason": "position_ids buffer access bug vs Gemma-4 zero3 from_pretrained failure; different subsystems." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown and unrecognized-model config error are different failure classes." + "reason": "Import performance complaint vs unrecognized model config; unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline selecting image processors and _torch_extract_fbank_features are different pipeline/audio paths." + "reason": "Video-classification pipeline image-processor lookup vs _torch_extract_fbank_features issue; different media pipelines." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code formatting leakage and GLM-5 RoPE implementation discussion are unrelated." + "reason": "ANSI/loading_report issue vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are both import errors, but for different symbols and modules." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; both import errors, but different packages and symbols." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are distinct export/import problems." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Nemotron-specific Flash Attention 2 support error is not the same as a generic Flash Attention 2 topic." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and Python-version support failure are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44964", - "accept": false, - "reason": "Python-version incompatibility and Phi-4 multimodal loading failure do not share the same underlying bug." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Chunked_prefill cache regression and removal of is_torch_fx_available are separate v5 breakages." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness and Gemma-3 eos_token_id inconsistency are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss not being added and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." - }, - { - "left": "issue:45081", - "right": "issue:45362", - "accept": false, - "reason": "Mistral regex patch crash and Qwen3.5 chat crash are unrelated model-specific failures." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Reading position_ids after buffer registration and Chinese slowdown after upgrading transformers are not the same issue." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model problems." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings not affecting output embeddings are different code paths." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docstring mismatch and unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols/modules." } ] }, @@ -11017,50 +10908,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36246", - "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", "issue:43475", "issue:43526", "issue:43540", "issue:43596", - "issue:43653", "issue:43673", - "issue:43931", - "issue:44060", - "issue:44077", + "issue:43824", + "issue:43901", + "issue:43976", "issue:44162", + "issue:44242", "issue:44246", + "issue:44295", "issue:44336", - "issue:44368", - "issue:44466", "issue:44496", - "issue:44734", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44933", - "issue:44977", + "issue:44964", "issue:44987", "issue:44995", "issue:45003", + "issue:45081", "issue:45137", "issue:45200", - "issue:45229", + "issue:45250", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", "issue:45397", "issue:45459", "issue:45561", "issue:45563", "issue:45584", - "issue:45588", - "issue:45600", "issue:45656", "issue:45701", "issue:45759", @@ -11068,244 +10960,231 @@ "issue:46082" ], "soft_pairs": [ - "issue:45987|issue:46082", + "issue:43352|issue:45250", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:43901|issue:45003", "issue:36246|issue:43596", - "issue:44877|issue:45375", - "issue:45292|issue:45584", "issue:45561|issue:45563", + "issue:45292|issue:45584", + "issue:43232|issue:44336", "issue:43526|issue:45003", + "issue:45987|issue:46082", "issue:45292|issue:45701", - "issue:43232|issue:44336", "issue:44987|issue:45459", + "issue:44877|issue:45375", "issue:44496|issue:45003", "issue:43065|issue:43408", "issue:45375|issue:45759", - "issue:43262|issue:44246", "issue:43257|issue:45137", + "issue:43262|issue:44246", "issue:44995|issue:45200", "issue:43475|issue:43540", - "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:45397|issue:45656", - "issue:44466|issue:45335", - "issue:44368|issue:45563", - "issue:44368|issue:44977", - "issue:42886|issue:45229", - "issue:45003|issue:45561", - "issue:43673|issue:44734", - "issue:45137|issue:45600", - "issue:44060|issue:44077", - "issue:43931|issue:44368", - "issue:44933|issue:45459" + "issue:45397|issue:45656" ], - "prepared_review_unit_hash": "4139387bc5b2dce812fadf4a2be39656d607aeb503fa5fefed6737e54e484b90", + "prepared_review_unit_hash": "2bed7ebef28506dd23e950fe79abbdda68582cd3b41459d53019f85631933a77", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35939, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated. The only soft duplicate-like pair is the resize_token_embeddings bug in the generic issue and the T5Gemma-specific manifestation.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report of resize_token_embeddings not updating output embeddings, while issue:45335 is a narrower T5Gemma-specific instance of the same behavior.", + "summary": "These artifacts are mostly heterogeneous and do not form a single duplicate cluster. The soft pairs are largely superficial matches by subsystem or error shape, not the same underlying bug/change. No PRs are present.", + "confidence": 0.18, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43824 is the clearest, well-scoped regression report with strong reproducibility and broader model-loading relevance than the others, but the set is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue because it states the underlying bug in the most general form and can subsume the model-specific follow-up report.", + "best_issue_reason": "Issue:43824 is the best representative issue because it is a concrete, user-facing import failure with clear symptoms and active discussion; however, it should not be treated as the canonical duplicate target for most of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "Different problems: StaticCache seq length contract vs LlamaConfig head_dim validation." - }, - { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor is unrelated to DeepSpeed ZeRO3/BertModel indexing." + "reason": "Both mention Flash Attention, but one is a Nemotron model-specific unsupported-feature error and the other is a generic topic stub; not the same bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both mention config handling, but they are different model configs and different failure modes; not the same concrete bug." + "reason": "One is a missing Qwen2.5 VL import symbol; the other is a Python-version compatibility problem. Different failure modes and scopes." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "resize_token_embeddings/output embeddings bug is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "Python support/version issue vs. model-loading failure for a specific multimodal checkpoint; no shared code-path bug." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Testing-utils file race and paged generate stale warning are unrelated." + "reason": "Both involve generation/version changes, but one is about missing cache behavior in chunked prefill and the other about removal of a helper breaking trust_remote_code models; distinct regressions." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "Both mention token/config behavior, but one is a slow import issue while the other is an eos_token_id config mismatch in Gemma-3." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Embedding resize bug is unrelated to tokenization changing across versions." + "reason": "Different model families and bugs: router-logits load-balancing loss omission vs. LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI output formatting in loading_report." + "reason": "Tokenizer regex patch crash vs. Qwen3.5 chat crash; unrelated code paths and symptoms." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Model loading failure and protobuf-related tokenizer error masking are different issues." + "reason": "Position_ids buffer handling issue is unrelated to the reported data-filter slowdown after upgrading transformers." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access do not describe the same bug." + "reason": "ESM2 model breakage and Gemma-4 mm_token_type_ids defaulting are separate model/config problems." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "SAM3 dummy Conv2d and SAM3 tracker-vs-video warning are related only by subsystem, not by the same bug." + "reason": "Tokenizer correctness regression and output_embeddings not tracking resized embeddings are different bugs." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both involve composite Qwen configs, but one is missing a field under strict parsing and the other is text_config unwrapping in from_config." + "reason": "Docs mismatch for text classification pipeline vs. unsafe sys.modules access in modeling_utils; not duplicates." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to import latency." + "reason": "ImportError for a missing Qwen2.5 VL class vs. Deepspeed ZeRO3 BertModel index error; unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Both involve DeepSpeed, but one is MOE weight conversion during loading and the other is a deque IndexError in ZeRO3." + "reason": "xdist race in testing utils vs. stale warning in paged generate; different subsystems and behaviors." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Stale indexer cache crash and mm_token_type_ids defaults are different issues." + "reason": "resize_token_embeddings/output_embeddings bug is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are unrelated." + "reason": "Generation kwargs/cache update bug vs. ANSI codes in loading_report; no overlap in underlying defect." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to ESM2 breakage." + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Second-forward stale cache crash is unrelated to flash_attention s_aux=None AttributeError." + "reason": "StaticCache return type contract issue and LlamaConfig head_dim validation are distinct configuration/runtime bugs." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained bug and duplicated optimizer.step under deepspeed are not the same failure." + "reason": "Embedding resize synchronization bug vs. version-dependent tokenization changes; not the same underlying change." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both mention embedding-related behavior, but serialization of tied weights and resize_token_embeddings not updating decoder embeddings are different codepaths." + "reason": "Physical-intelligence model loading failure and tokenizer protobuf error masking are separate loading paths." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 tied-weights warning is unrelated to a stale num_return_sequences warning." + "reason": "Strict config rejection for granite_speech vs. missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig; different configs and models." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Warning about tie_word_embeddings is not the same as flash-attention generation failure." + "reason": "Unrecognized model/config loading issue vs. unsafe sys.modules access; too broad and not the same bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Offline cache tokenizer loading and Gemma4 CUDA OOM are unrelated." + "reason": "Dummy conv2d in Sam3PixelDecoder and wrong model type warning for sam3_video/sam3_tracker are related only by model family, not by identical defect." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "sys.modules access bug and captured_info.txt race are unrelated." + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs. from_config not unwrapping text_config for composite multimodal configs; adjacent but different issues." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Chunked-prefill cache missing and serve KV-indexing crash are different generation bugs." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed vs. ZeRO3 deque underflow; both distributed-loading related but not the same problem." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "ZeRO3 deque error is unrelated to stale Sam3LiteText references in auto_mappings.py." + "reason": "Audio chat-template sampling-rate default bug vs. import-time slowdown; no shared code-path." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to Gemma-4 mm_token_type_ids defaults." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tied-weights warning in Qwen3.5 fine-tuning." + "reason": "SAM 3 video vision encoder output attribute bug vs. Qwen3OmniMoe video-input ValueError; both video-related but different failure points." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Removed image_utils import and protobuf decode-error masking are unrelated import issues." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "These describe the same underlying resize_token_embeddings bug: the generic report says output embeddings are not updated, and the T5Gemma report is a model-specific manifestation on decoder.embed_tokens." + "reason": "Gemma-4 zero3 from_pretrained issue and double optimizer.step under deepspeed are distinct training/runtime problems." } ] }, @@ -11327,328 +11206,311 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", - "issue:42175", "issue:42371", - "issue:42673", - "issue:42831", + "issue:42886", "issue:42994", "issue:43232", "issue:43452", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", - "issue:43704", - "issue:43824", "issue:43827", + "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44222", "issue:44297", - "issue:44351", "issue:44361", - "issue:44496", + "issue:44368", + "issue:44466", "issue:44623", "issue:44661", + "issue:44734", "issue:44749", "issue:44869", "issue:44933", - "issue:44964", + "issue:44977", + "issue:44995", "issue:45003", - "issue:45081", "issue:45092", - "issue:45103", "issue:45137", + "issue:45229", "issue:45230", "issue:45310", + "issue:45335", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", - "issue:45478", + "issue:45459", "issue:45561", - "issue:45656", - "issue:45712" + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" ], "soft_pairs": [ + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459", "issue:44869|issue:45356", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43646|issue:44162", - "issue:43452|issue:45003", "issue:43673|issue:43827", + "issue:43452|issue:45003", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:43232|issue:43673", - "issue:42371|issue:45092", "issue:28282|issue:30990", "issue:43475|issue:45381", "issue:45230|issue:45397", - "issue:43475|issue:43643", "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:42371|issue:45092", "issue:41628|issue:44933", - "issue:43475|issue:44661", - "issue:45081|issue:45103", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:45310|issue:45375", - "issue:41628|issue:44351", - "issue:42673|issue:43704", - "issue:42831|issue:44222", - "issue:44222|issue:45310", - "issue:42994|issue:43824", - "issue:36010|issue:41628", - "issue:42175|issue:45712", - "issue:44038|issue:45310", - "issue:44496|issue:45561", - "issue:44964|issue:45137" + "issue:43475|issue:44661" ], - "prepared_review_unit_hash": "e23beb15d72be912bf9473f0e30e7552b85786d9fba9a7b2b56625f8aa5015a0", + "prepared_review_unit_hash": "2aa2e0f19d6cf66a1eb83cd6e784dd4bfa421224af87c66762e51ab8117d4c1b", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37422, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "soft_pair_count": 31, + "serialized_chars": 36853, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regression reports (imports, model loading, generation, quantization, and save/load issues). Only one soft pair looks like a true duplicate; the rest are related only at a broad subsystem/theme level and should stay separate.", - "confidence": 0.35, - "canonical_issue_reason": "Issue 42673 is the cleanest canonical issue because it is a concrete, well-scoped bug report and has an exact duplicate companion (43704) with the same title and failure mode.", + "summary": "This cluster is a loose mix of Transformers issues spanning unrelated regressions, model-specific bugs, serialization/loading problems, and a few docs/test items. The soft-similarity pairs mostly share vocabulary or a broad subsystem, but not the same concrete failure mode, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "No true duplicate stands out; if one issue must anchor the cluster, #44623 is a clean, self-contained save_pretrained regression with a clear user-facing failure and actionable repro.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best cluster representative overall because it most clearly summarizes the broader theme of Transformers v5 breaking existing model initialization paths, which matches the dominant pattern across the set.", + "best_issue_reason": "#44623 is the best representative issue because it is specific, reproducible, and narrowly scoped compared with the more model-specific or ambiguous reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a Whisper timestamp decode crash and the other is a Kimi tokenizer codec/regex regression; different code paths and fixes." - }, - { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is processor file omission; not the same underlying bug." + "reason": "Both are serious bugs, but one is a tokenizer special-token regression and the other is an ESM2 breakage; different models and different code paths." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "These are unrelated: one is an MLukeTokenizer AttributeError during tasks, the other is a broad performance regression after upgrading Transformers." + "reason": "Stale indexer cache on second forward pass is unrelated to flash_attention crashing on sink-less models with s_aux=None." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Both are Transformers regressions, but one is custom model initialization and the other is ESM2 breakage; too different to merge." + "reason": "Both mention tied weights/embedding behavior, but one is serialization-by-device and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Both touch model-loading internals, but one is gguf/AutoModel loading and the other is unsafe sys.modules access in modeling_utils; different failures." + "reason": "These are both warnings, but they concern different APIs and failure modes: tie_word_embeddings noise versus a stale num_return_sequences warning." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "One is a generation cache bug in chunked prefill, the other is a docs issue about pipeline() references; not the same change." + "reason": "One is about tied-weights warnings during LoRA fine-tuning, the other about flash-attention generation behavior for Qwen3.5." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "save_pretrained missing files and optimizer.step being called twice are unrelated bugs." + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated problems." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "A data-filtering slowdown and a double optimizer step under deepspeed are different issues." + "reason": "Both involve generation/cache, but one is missing cache in chunked_prefill and the other is wrong tensor indexing in the serve responses endpoint." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Different symptoms and code paths: performance regression in data filtering vs Qwen3.5 MoE from_pretrained failure." + "reason": "sys.modules access safety and pytest-xdist captured_info.txt races are different bugs in different layers." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading problems." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both are generation-related, but one is _update_model_kwargs_for_generation after sync_gpus and the other is missing GenerationMixin cache in v5.0.0; not the same bug." + "reason": "Both concern model config/warnings, but one is an incorrect tied-weights warning and the other is about patchtsmixer post_init API acceptance." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "TF32 behavior settings and old InternVL2 meta-initialization incompatibility are unrelated." + "reason": "Weight shape mismatch during Qwen3-VL loading is not the same as a tied-weights warning in Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "AutoModel missing PyTorch and Sentence Transformers hanging on load are not the same underlying problem." + "reason": "A missing/nonexistent image_utils import and tokenizer error masking without protobuf are distinct import/error-handling issues." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Different multimodal model bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + "reason": "Whisper timestamp decode crashes on a trailing replacement character, while Kimi-K2.5 has tokenizer codec and warning regressions." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained issue; no shared failure mode." + "reason": "Both are save/load related, but one is tokenizer_class metadata mismatch and the other is missing files from processor.save_pretrained." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "A missing attribute on a SAM3 output object is unrelated to trust_remote_code causing missing fields in AutoConfig." + "reason": "MLukeTokenizer task AttributeErrors and a performance regression after upgrading Transformers are not the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Qwen3-VL-Moe v5 regression and processor.save_pretrained missing files are different bugs." + "reason": "Transformers v5 breaking custom model initialization is broader and different from an ESM2-specific breakage." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export paths." + "reason": "Chunked_prefill cache handling and docs still referencing pipeline() are unrelated." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "SAM3 output attribute failure and add-new-model-like/tokenizer mapping failure are unrelated." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a model-loading bug, not the sys.modules access issue in modeling_utils." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "These are unrelated attribute errors in different utilities; they do not share the same code path." + "reason": "Missing processor files on save_pretrained and a DeepSpeed optimizer step being called twice are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Quantized save failure and Llama4Config missing pad_token_id are separate model/config bugs." + "reason": "A data-processing slowdown after upgrading Transformers and a duplicated optimizer step under deepspeed do not share the same fix." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a missing config field silently dropped by strict validation and the other is a from_pretrained error; not the same concrete bug." + "reason": "The Chinese-language performance regression report is unrelated to Qwen3.5 Moe from_pretrained errors." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "A from_pretrained loading error and a config-field dropping issue are related only by model family, not by the same fix." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different code paths with different symptoms." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Both are import failures, but they are for different names and likely separate API/export regressions." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same bug report and title about Qwen3ForCausalLM leaking VRAM across multiple dataloader threads; clearly a duplicate." + "reason": "GenerationMixin cache handling after sync_gpus is not the same bug as missing cache during chunked_prefill." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different issues." + "reason": "PyTorch import error for AutoModel and Sentence Transformers getting stuck loading are too different to deduplicate." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen3.5 MoE problems: saving FP8 checkpoints vs loading from_pretrained." + "reason": "SAM 3 video missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids issues affect different models and tensors." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Quantized model saving and a missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue are not the same concrete problem." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both are import errors after a version change, but they involve different symbols and different affected paths." + "reason": "Qwen3-VL-Moe compatibility with Transformers 5 and missing processor save files are different failures." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Packaging/backend dependency omission and leftover dummy class cleanup are separate maintenance issues." + "reason": "A SAM 3 vision encoder attribute error is unrelated to trust_remote_code returning missing fields in AutoConfig." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both mention Qwen MoE and v5, but the reported failures are different model variants and different loading errors." + "reason": "TF32 settings API guidance and old InternVL2 meta-initialization incompatibility do not overlap in code path." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "An unrecognized model/config error and a pytest-xdist race condition are unrelated." + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are separate import API issues." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "A model loading failure and a DeepSpeed ZeRO3 deque IndexError are unrelated runtime bugs." + "reason": "SAM 3 vision encoder attributes and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different registry/config bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The canonical duplicate callout for 42673/43704 is supported by the packet, and the summary appropriately keeps the rest of the pairs separate as broad-theme similarities rather than true duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11663,58 +11525,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", "issue:42222", + "issue:42673", + "issue:42831", "issue:42898", + "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43479", - "issue:43673", + "issue:43525", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43901", - "issue:43976", - "issue:44060", - "issue:44079", + "issue:44038", "issue:44188", - "issue:44190", "issue:44222", "issue:44242", - "issue:44295", - "issue:44297", + "issue:44351", "issue:44373", - "issue:44448", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44792", - "issue:44933", + "issue:44964", + "issue:45081", "issue:45092", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", "issue:45356", - "issue:45405", + "issue:45375", + "issue:45478", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", - "issue:45812", - "issue:46082" + "issue:45812" ], "soft_pairs": [ + "issue:42994|issue:43525", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", "issue:43377|issue:44242", "issue:45561|issue:45600", "issue:42222|issue:45200", @@ -11723,238 +11599,254 @@ "issue:42898|issue:44568", "issue:30990|issue:35141", "issue:43232|issue:44188", - "issue:44623|issue:45310", "issue:44188|issue:44373", + "issue:44623|issue:45310", "issue:43784|issue:43824", "issue:42898|issue:45812", "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:30333|issue:33290", - "issue:43874|issue:45092", "issue:43723|issue:44568", "issue:42898|issue:45356", - "issue:42898|issue:44779", - "issue:44060|issue:45125", - "issue:45405|issue:45712", - "issue:43673|issue:44188", - "issue:42898|issue:44448", - "issue:44295|issue:45656", - "issue:44933|issue:45712", - "issue:42175|issue:44933", - "issue:43479|issue:44079", - "issue:44222|issue:44297", - "issue:43976|issue:44933", - "issue:44190|issue:46082" + "issue:43874|issue:45092", + "issue:42898|issue:44779" ], - "prepared_review_unit_hash": "155917dd5282e710ea2f0f364a36a5d8bea880bc806081c1d70acfcab74d67ff", + "prepared_review_unit_hash": "0e00dfd875ea97b4e8656ffd9f7d217eec8943eb2d68a6300a6b3d5944a85505", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "soft_pair_count": 33, + "serialized_chars": 37678, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated issues, with a loose concentration around tokenizer/v5 regressions. None of the proposed soft edges look like true duplicates of the same underlying bug/change, so all should be rejected.", + "summary": "Mostly distinct bug reports; only one clear duplicate pair stands out: 42673/43704 about Qwen3ForCausalLM VRAM leakage in multiple dataloader threads.", "confidence": 0.9, - "canonical_issue_reason": "No single duplicate set is evident across the whole cluster. If one issue must represent the strongest canonical candidate, issue:45812 is the clearest broad, concrete tokenizer regression report with a silent v4\u2192v5 impact and actionable scope.", + "canonical_issue_reason": "issue:42673 is the best canonical target because it is the earlier, more-discussed instance of the exact same Qwen3ForCausalLM VRAM-leak report as 43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 stands out as the best representative issue because it describes a widespread, user-visible regression ('wrong token IDs' across Granite models) with a clear version boundary and concrete failure mode.", + "best_issue_reason": "issue:42673 is the strongest representative issue here: it is a clean exact-duplicate target with clear symptoms and more discussion than its twin.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated crashes: Mistral regex patching/tokenizer backend vs auto-docstring parsing with future annotations." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Separate Qwen3.5 MoE failures: generic loading error versus a dropped deepstack_visual_indexes config field." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same underlying VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8-related but distinct: accuracy regression versus save_pretrained failure." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths and symptoms: FP8 moe save_pretrained bug vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue versus leftover dummy classes in repo cleanup." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen family, but different models and likely different loading regressions." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated issues: model config loading versus pytest-xdist file race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading versus DeepSpeed ZeRO3 deque underflow." + }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different bugs: MIMI batched-vs-single encoder output mismatch vs MoE load-balancing loss gating." + "reason": "One is a padding-mask correctness bug; the other is missing load-balancing loss when router logits are off." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Unrelated: xdist file race in testing utils vs stale auto_mappings references to removed configs." + "reason": "Test harness race versus stale auto_mappings references; not the same underlying bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different areas: broken VitPose model loading vs Gemma 4 text-only mm_token_type_ids defaulting." + "reason": "Different multimodal issues: broken VitPose models versus missing default mm_token_type_ids." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Docs/API mismatch for TextClassificationPipeline vs test utility race; not the same bug." + "reason": "Docs mismatch for text classification pipeline versus xdist race in testing utils." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/cache issue vs Janus image-generation test failure; no shared code-path evidence." + "reason": "Generation kwargs handling bug versus Janus image-generation test failure." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; too different to merge." + "reason": "Both tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is missing BOS/EOS insertion." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to token embedding reinitialization on resize." + "reason": "Sentence-transformers loading stall is unrelated to embedding reinitialization on resize." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation cache update issue vs attention kernel divergence under torch.compile; different subsystems and failure modes." + "reason": "Different generation/attention paths: sync_gpus kwargs update versus torch.compile attention branching." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Attention-kernel divergence is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Runtime kernel divergence is unrelated to a docstring typo for position_ids." + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Importing sentence-transformers with latest transformers vs missing Qwen2.5-VL export are separate import-time problems." + "reason": "Different import failures for different missing symbols." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model families; not the same underlying defect." + "reason": "Both concern tokenizer behavior, but one is cleanup-space semantics and the other is incorrect token IDs for Granite models." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Embedding dtype drift in evaluation is unrelated to the ZeRO3 deque pop error." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache tensor indexing crash vs auto-docstring annotation parsing crash; unrelated code paths." + "reason": "KV-cache continuation tensor indexing bug versus auto-docstring annotation crash." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to Adafactor OOM with DeepSpeed." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-patch method in GLM46V processor is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "MLFlow reporting on failed training jobs is unrelated to DeepSpeed OOM with Adafactor." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure vs tokenizer add_special_tokens behavior regression; not the same concrete bug." + "reason": "Tokenizer loading issue in v5 is different from add_special_tokens failing to add BOS/EOS." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions in v5 with different symptoms and model-specific handling." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both concern tokenizer correctness, but the reported failures and affected models differ enough to avoid merging." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism are distinct Qwen3-related issues." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pin issue is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/mistral-regex regression are different bugs." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Chunked prefill cache missing in GenerationMixin is unrelated to torch.compile attention-kernel branching." + "reason": "Missing image-patch helper on GLM46V is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Different output between v4 and v5 for Pegasus is not shown to be the same root cause as clean_up_tokenization_spaces behavior change." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer read error and double optimizer.step under DeepSpeed are different runtime bugs." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing import from image_utils and leftover dummy classes are separate repo hygiene/import issues." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Packaging backend selection for pip extras is unrelated to an import from image_utils." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to image_utils import issues." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained behavior and tokenizer_class metadata mismatch are unrelated save/load bugs." - }, - { - "left": "issue:44190", - "right": "issue:46082", + "right": "issue:44779", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Wrong tokenization behavior for Granite models is not the same as Kimi tokenizer regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The one accepted duplicate pair (42673/43704) is an exact title match with consistent symptoms, and the remaining soft-edge verdicts stay conservative by separating issues with different titles or clearly different failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11969,62 +11861,73 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", "issue:34689", "issue:35141", "issue:36331", - "issue:38175", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", - "issue:42907", + "issue:42898", "issue:43116", "issue:43232", "issue:43479", - "issue:43644", + "issue:43673", "issue:43723", "issue:43761", "issue:43873", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", "issue:44190", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", - "issue:44514", "issue:44623", - "issue:44829", "issue:44869", - "issue:44871", + "issue:44933", "issue:44945", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45125", "issue:45310", - "issue:45357", + "issue:45405", "issue:45406", "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43479|issue:44079", + "issue:44222|issue:44297", + "issue:43976|issue:44933", "issue:44297|issue:45656", - "issue:42831|issue:44623", + "issue:43116|issue:44190", "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44190|issue:46082", "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:41628|issue:42757", @@ -12033,240 +11936,243 @@ "issue:30333|issue:34689", "issue:44297|issue:45310", "issue:44222|issue:44484", - "issue:44263|issue:45092", "issue:28282|issue:30333", "issue:43723|issue:44977", - "issue:43232|issue:45834", "issue:30333|issue:35141", - "issue:43761|issue:46082", + "issue:43232|issue:45834", + "issue:44263|issue:45092", "issue:43873|issue:44945", "issue:44373|issue:44485", + "issue:43761|issue:46082", "issue:44483|issue:45406", - "issue:44263|issue:44360", - "issue:44295|issue:44623", - "issue:44514|issue:45103", - "issue:44261|issue:45092", - "issue:43479|issue:43644", - "issue:45092|issue:45357", - "issue:43723|issue:44871", - "issue:30990|issue:38175", - "issue:44829|issue:46002", - "issue:42907|issue:46050" + "issue:44295|issue:44623" ], - "prepared_review_unit_hash": "ff92a12ede27969af87fb7c95a4f06fa5683418a5c78edbc0dea9ceb0631a953", + "prepared_review_unit_hash": "d0da22a4cbd14d68feffb971da538f49479579d12d66929c7ddb9c47632d23ac", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36836, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "soft_pair_count": 33, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs across imports, training, save/load, generation, and model-specific regressions. None of the soft edges look like the same underlying fix, so they should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue: these are mostly unrelated bugs spanning imports, training loops, save/load, generation, and model-specific regressions, so none cleanly absorbs the others.", + "summary": "These items are mostly unrelated closed issues across imports, generation, config validation, training, and save/load behavior; I found no safe duplicate cluster and rejected all soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical representative: the set spans many different bugs and regressions rather than one shared underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue 43723 (tokenizer loading in v5) is the most general user-facing regression, but the cluster is too mixed for it to be a true duplicate target.", + "best_issue_reason": "No global best issue for deduping: none of the issues appears to be the same concrete bug as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both involve example scripts, but one is empty multi-label classification output and the other is local dataset loading failure in a different script and code path." + "reason": "Different model-specific problems: tied-weights warning vs missing tensor-parallel plan." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and a deepspeed optimizer double-step bug are unrelated problems." + "reason": "Unrelated: dependency version bump vs leftover dummy classes/import leakage." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "FP8 accuracy loss and missing files from processor.save_pretrained affect different features and failure modes." + "reason": "Different generation bugs: cache handling vs attention-kernel branching under torch.compile." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is processor file export; not the same bug." + "reason": "Both concern v5 behavior changes, but one is tokenization cleanup semantics and the other is a Pegasus output regression; too broad to treat as the same bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Phi4 multimodal config initialization and Whisper timestamp decode are separate model-specific issues." + "reason": "Different code paths: position_ids buffer access vs optimizer stepping twice with deepspeed." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and auto_docstring AttributeError with future annotations are unrelated subsystems." + "reason": "Both touch imports, but one is an image_utils export issue and the other is dummy class cleanup in a different area." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different dependency problems." + "reason": "Packaging/backend inclusion issue vs missing import from image_utils; not the same problem." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "MLflow failure reporting and a Trainer compute_loss signature break are different training-stack bugs." + "reason": "Config default initialization bug vs ModelOutput key assignment bug." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config issues." + "reason": "Different save_pretrained failures affecting different artifacts (MoE FP8 vs tokenizer metadata)." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Failed training-job reporting in MLflow and a model-loading regression for Llama 3.2 Vision are unrelated." + "reason": "Python version compatibility issue vs import exposure bug; unrelated." }, { "left": "issue:44297", - "right": "issue:45310", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer double-step bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer_class metadata mismatch on save and a Qwen3.5 from_pretrained error are different save/load failures." + "reason": "Different example scripts with different failures; not one underlying bug." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained bug and the 50GB max_shard_size default are not the same change or bug." + "reason": "Both mention save_pretrained, but on different objects and with different failure modes." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Accuracy regression in FineGrainedFP8 vs missing processor files on save; unrelated." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Missing PyTorch import and MLflow reporting on failed training jobs are completely different issues." + "reason": "Dataset loading issue vs config validation issue; different subsystems." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Multimodal config initialization vs Whisper timestamp decode crash." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Generation state update after sync_gpus and a Kosmos2.5 OCR index error are unrelated runtime bugs." + "reason": "Feature extractor argument regression vs auto_docstring annotation crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different dependencies and symbols." }, { "left": "issue:30333", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "MLflow job reporting and embedding resizing/post_init reinitialization are unrelated concerns." + "reason": "MLflow reporting on failed jobs vs Trainer compute_loss signature break." }, { - "left": "issue:43761", + "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are different problems." + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel LLM output corruption are separate infra bugs." + "reason": "Training-job reporting issue vs model-loading regression for a specific model." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "A docstring mistake for position_ids and GLM-5 RoPE implementation are not the same underlying issue." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer crash are different server failures." + "reason": "MoE FP8 serialization bug vs a question about max_shard_size default." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Torch.split return values and a missing ReLU in the DSA indexer describe different code defects." + "reason": "Missing PyTorch import error vs MLflow reporting bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are unrelated bugs." + "reason": "Tokenizer loading regression vs flash-attention generation issue." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Batched apply_chat_template crashing and auto_docstring failing with future annotations are different features." + "reason": "MLflow reporting vs embedding reinitialization after resize; unrelated." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Missing rms_norm_eps precision issue in MLA q_a_layernorm and InternVL2 meta-init incompatibility are not the same bug." + "reason": "Generation kwargs update bug vs OCR index error in Kosmos2.5." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and non-persistent buffer junk in v5 are distinct regressions." + "reason": "torch.split behavior in a MoE indexer vs meta-initialization incompatibility." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "InternVL2 meta-init compatibility and Qwen3.5 visual-encoder key saving are different save/load issues." + "reason": "Quantization/offloading issue vs pipeline-parallel output correctness issue." }, - { - "left": "issue:43723", - "right": "issue:44871", + { + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading failure and Gemma3 eos_token_id inconsistency affect different parts of model initialization." + "reason": "Docstring problem vs RoPE implementation discussion; not the same bug." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Sentence Transformers loading hangs and SigLIP2 zero-probability outputs are unrelated." + "reason": "CLIPVisionModel hidden_states regression vs LlamaConfig validation; different models and failures." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Flash-attention training degeneration and NaNs in classification heads after checkout/init are different bugs." + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer attribute." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Dequantized model save failure and quantized model save/load breakage are related by theme but not the same concrete bug or fix." + "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files." } ] }, @@ -12285,15 +12191,16 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:22355", "issue:28282", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -12303,274 +12210,266 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43479", "issue:43576", + "issue:43644", "issue:43646", "issue:43723", - "issue:43756", "issue:43784", "issue:43824", - "issue:43937", "issue:44038", - "issue:44060", "issue:44117", "issue:44261", "issue:44263", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", - "issue:44442", - "issue:44464", "issue:44514", "issue:44568", "issue:44704", - "issue:44779", + "issue:44829", + "issue:44871", "issue:44913", "issue:44945", + "issue:45092", + "issue:45103", "issue:45278", "issue:45290", "issue:45310", + "issue:45357", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", - "issue:46082" + "issue:46050" ], "soft_pairs": [ + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44829|issue:46002", "issue:41628|issue:43824", "issue:42831|issue:45310", - "issue:43479|issue:44913", "issue:44263|issue:44373", + "issue:43479|issue:44913", "issue:22355|issue:28282", - "issue:42831|issue:44038", "issue:39401|issue:44568", + "issue:42831|issue:44038", "issue:42757|issue:45278", "issue:44945|issue:45753", "issue:42886|issue:42994", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:44464|issue:46082", "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:43232|issue:45593", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:44704|issue:45290", - "issue:44295|issue:44297", - "issue:43756|issue:44060", - "issue:42907|issue:44945", - "issue:44261|issue:44373", - "issue:41628|issue:45278", - "issue:43122|issue:44514", - "issue:43723|issue:44442", - "issue:43723|issue:44779", - "issue:43784|issue:45600", - "issue:42907|issue:43937" + "issue:44295|issue:44297" ], - "prepared_review_unit_hash": "c26c650a2ca37cad21f5048c1606fffa44b7b1fdacc99002257a292245e9d46f", + "prepared_review_unit_hash": "d5f483624198cd2d65ed5534ef606fac646ef44bce54b1af07f2a0fc71c5ad0d", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35314, - "estimated_input_tokens": 8829, - "estimated_eval_tokens": 17914 + "soft_pair_count": 28, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose pile of Transformers issues with superficial title overlap around imports, tokenizers, and v5 regressions. The soft pairs are not true duplicates; they usually point to different symbols, different model families, or different code paths. If a single issue has to anchor the cluster, the broad v5 import-regression report is the best representative.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general \u2018many import errors after upgrade to v5.5.0\u2019 theme that overlaps several import-related reports more than any other single issue.", + "summary": "The items are mostly a loose collection of unrelated Transformers bugs; the only broadly representative issue is the v5 upgrade/import-regression umbrella. None of the soft pairs look like true duplicates or the same concrete fix path.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it frames the broadest and most representative regression theme in the set: multiple import errors after upgrading Transformers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful representative for triage because it summarizes the common failure mode seen in the import-related subset, even though the cluster is not actually duplicate-tight.", + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster since it is broad, regression-focused, and plausibly subsumes several narrower import/load complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention GLM/DSA-related code, but one is about torch.split outputs and the other about a missing ReLU; different bugs and different fixes." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "One is a Qwen2_5_VLProcessor batched chat-template crash, the other is an auto_docstring AttributeError from future annotations; unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-subconfig initialization and non-persistent buffer junk are separate v5 regressions with different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are distinct issues affecting different mechanisms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern multimodal model serialization/loading, but they hit different model families and different code paths (meta init compatibility vs wrong visual encoder keys)." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm precision/config handling is unrelated to InternVL2 remote-code meta-initialization compatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different symptoms on different models." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model saving, but one is about dequantized Ministrals/Devstrals while the other is sinq save_pretrained/from_pretrained breakage; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are distinct training/init problems with no clear shared concrete root cause." + }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different subsystems (AutoImageProcessor vs Qwen2.5-VL model export/import)." + "reason": "Both are import errors, but they are for different symbols and model APIs, so they are not the same underlying defect." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "One is a FineGrainedFP8 accuracy concern; the other is a Qwen3.5 MoE from_pretrained error. Different bug classes." + "reason": "FineGrainedFP8 accuracy concerns and Qwen3.5 MoE from_pretrained failure are different problems in different areas." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Both involve config initialization/reload, but they affect different models and fields (multimodal vision/audio defaults vs GPTNeoX rotary_pct)." + "reason": "One is a runtime DSA indexer behavior bug; the other is a docstring issue. Not the same change or fix." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Torch.split return-value behavior is unrelated to a docstring mistake for position_ids." + "reason": "Incorrect multimodal default config initialization and GPTNeoXConfig rotary_pct reload behavior are separate configuration bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different root causes: missing transformers.onnx module vs PyTorch not installed for AutoModel." + "reason": "Missing transformers.onnx module and AutoModel requiring PyTorch are unrelated import/environment failures." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Both mention model-specific problems, but the concrete failures differ: FP8 accuracy vs Qwen3-VL-Moe behavior in v5." + "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is add_special_tokens/BOS-EOS behavior for mdeberta; different code paths." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Tokenizer offset_mapping correctness and BOS/EOS insertion are different tokenizer bugs on different models." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are not the same bug despite both being v5-era regressions." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific huggingface_hub symbol import failure; the other is a broad report about many import errors after a version upgrade." + "reason": "Both involve import problems after upgrade, but one is a specific huggingface_hub symbol import and the other is a broad Transformers v5 import-regression report; too generic to merge." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output corruption is unrelated to a Qwen3.5 infinite-loop-on-image report." + "reason": "Pipeline-parallelism wrong-output and Qwen3_5 infinite-loop-on-image are different inference failures." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading for tokenizers and quantized model saving are different failure modes." + "reason": "Offline cache tokenization failure and quantized model saving failure are separate storage/loading bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken `transformers env` CLI and a `sentence-transformers` import NameError are separate code paths." + "reason": "A broken CLI env command and a sentence-transformers import NameError are unrelated regressions." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to a wrong decoder type in Transformers v5." - }, - { - "left": "issue:44464", - "right": "issue:46082", - "accept": false, - "reason": "Chunked generation with compiled forward and LlamaConfig head_dim validation are different issues." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer issues with different remedies." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance has nothing to do with torch.split behavior." + "reason": "TF32 API guidance and GLM DSA torch.split behavior are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "A tokenizer mapping assumption bug and an AutoProcessor cached_file kwargs bug affect different call paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader defects." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss computation." + "reason": "Generation kwargs sync_gpus behavior and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model init breakage in v5 and NaNs after checkout/init are different underlying defects." + "reason": "Custom model initialization breakage and NaNs in classification heads after init are not the same concrete issue." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers hanging on load and a MacOS bus error on CLIP are not the same bug." + "reason": "Model loading hang and MacOS bus error on CLIP are different failures." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Missing kwargs to cached_file and chat-template crashes with tool-call messages are distinct processor bugs." + "reason": "AutoProcessor cached_file kwargs forwarding and apply_chat_template assistant/tool-call crash are different API bugs." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered position_ids buffer and saving tokenizer_class metadata are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config problems." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized model saving failures do not match pipeline-parallelism output errors." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "A precision error from missing rms_norm_eps is unrelated to a wrong docstring." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-error themed, but 41628 is a specific missing class while 45278 is a broad upgrade regression report." - }, - { - "left": "issue:43122", - "right": "issue:44514", - "accept": false, - "reason": "Different tokenization between versions and a batched chat-template crash are separate bugs." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Both mention AutoTokenizer loading, but they concern different tokenizer classes and likely different failure mechanisms." - }, - { - "left": "issue:43723", - "right": "issue:44779", - "accept": false, - "reason": "A tokenizer loading failure and incorrect Deepseek tokenization results are not the same underlying bug." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "The sentence-transformers import NameError and removed Sam3LiteText auto-mapping references are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Dequantized-model saving and invalid GenerationConfig are different problem areas." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate serialization/metadata issues." } ] }, @@ -12589,10 +12488,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:22355", "issue:28218", @@ -12601,52 +12500,62 @@ "issue:30990", "issue:36296", "issue:39401", - "issue:42371", + "issue:41628", "issue:42757", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43232", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", - "issue:43611", + "issue:43723", + "issue:43756", "issue:43784", "issue:43824", - "issue:43874", "issue:43937", - "issue:43976", - "issue:43992", "issue:44038", + "issue:44060", "issue:44222", + "issue:44261", "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:44779", "issue:44829", + "issue:44945", "issue:44964", "issue:44977", "issue:45200", "issue:45216", "issue:45245", + "issue:45278", "issue:45446", "issue:45478", - "issue:45753", - "issue:46002" + "issue:45600" ], "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:43408|issue:43475", "issue:44360|issue:44485", - "issue:43232|issue:45245", "issue:43122|issue:44521", + "issue:43232|issue:45245", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:42907|issue:44964", @@ -12665,223 +12574,228 @@ "issue:43784|issue:45446", "issue:22355|issue:28218", "issue:43122|issue:44977", - "issue:22355|issue:29159", - "issue:43992|issue:44704", - "issue:43066|issue:44779", - "issue:43937|issue:44485", - "issue:43611|issue:46002", - "issue:42371|issue:43874", - "issue:43976|issue:45446", - "issue:43493|issue:45753" + "issue:22355|issue:29159" ], - "prepared_review_unit_hash": "c886bd4081207718304126cda98168e597a7625a7913a29eee66d3e01c87147a", + "prepared_review_unit_hash": "038dd8e0e45ed6d0bb8436ed76ea4e32e1325002b775a785826410e711259561", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35680, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36875, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a duplicate set: it mixes unrelated tokenizer, multimodal, generation, import, and version-check bugs. The soft pairs are mostly superficial topic overlaps rather than the same underlying issue.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose concentration around tokenizer/import regressions in v5, but not enough to collapse into a single duplicate chain.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43122 is the closest representative of the recurring tokenizer-regression theme and is broad enough to stand in for several nearby tokenizer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43122 is the best single issue to anchor the cluster because it describes a version-wide tokenizer behavior regression, which is the most central recurring pattern here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE-layer selection vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "One is a precision/config bug in MLA layernorm; the other is a docstring issue for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated code paths: saving dequantized models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade/import breakage report, not the same concrete missing import as 41628." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization/chat processing, but they describe different failures in different APIs and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a load/import problem and the other is incorrect tokenization output." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failures, but for different tokenizer classes and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import/config breakages, but they are distinct missing-symbol problems in different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "No shared underlying bug: model save/dequantization versus GenerationConfig validation." + }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM 3 Video area, but one is a model-type warning and the other is a missing attribute on encoder output; different code paths and fixes." + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute at runtime." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Completely different topics: DSA indexer/ReLU discussion versus GLM-5 RoPE implementation." + "reason": "Completely unrelated: DSA indexer math versus GLM-5 RoPE implementation." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to the 2^24 categories runtime limit." + "reason": "Both touch apply_chat_template, but one is tokenizer-version behavior and the other is multimodal assistant-mask generation." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both involve tokenization APIs, but one is a version-to-version tokenization regression and the other is assistant mask handling in apply_chat_template for multimodal inputs." + "reason": "Generation kwargs handling and category cardinality are unrelated bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs in different subsystems." + "reason": "Different classification issues: config propagation versus flash-attention training degeneration." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification script behavior is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example-script multi-label output bug versus a Gemma 4 multimodal token-id defaulting issue." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are distinct model-loading/saving failures." + "reason": "Different symptoms and paths: saving dequantized models versus loading a multimodal checkpoint." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading/FP8 issues do not match a tokenizer_class mismatch in tokenizer_config.json." + "reason": "Qwen3-VL-Moe support issue versus tokenizer_config save metadata mismatch." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error clarity and Sentence Transformers stuck loading are unrelated." + "reason": "Unrelated: LayoutLMv3 error-message clarity versus a Sentence Transformers load hang." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and behaviors; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they concern different models and distinct behavior changes." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe save/load issues are unrelated to the position_ids buffer read error." + "reason": "Model family/support issue versus a position_ids buffer-read error." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and the multi-label classification example are unrelated." + "reason": "Tensor parallel training bug and example-script classification output are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model save failures and gguf_file loading failures are different code paths and likely different fixes." + "reason": "Saving dequantized models is a different problem from gguf_file breaking from_pretrained loading." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different dependency/export problems." + "reason": "Both are import errors, but they are different missing exports from different packages." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong Qwen3 offset_mapping and failure to load cjvt/sleng-bert are unrelated." + "reason": "Tokenizer offset_mapping regression and a model-loading failure are not the same bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad model family, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained for moe; not the same bug." + "reason": "Different features: Qwen3-VL-Moe bug versus FP8 save_pretrained for MoE." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and transformers 5.4+, but one is save_pretrained regression and the other is from_pretrained loading error; different failures." + "reason": "Related model family and version, but one is save_pretrained regression and the other is from_pretrained loading failure." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer-related issues." + "reason": "Both involve tokenization-related outputs, but offset_mapping and assistant_masks are separate code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import/dependency issues." + "reason": "Unrelated import failures from different libraries and symbols." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import failure due to nn and a flex_attention version check bug are unrelated." + "reason": "One is a missing nn import; the other is an incorrect PyTorch version check." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module named transformers.onnx and an extra space after an added token are unrelated." + "reason": "No overlap: missing transformers.onnx module versus extra space after added token." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenization regression across versions and Qwen3.5 flash-attention generation problems are different code paths." + "reason": "Tokenizer regression versus flash-attention generation failure; different concrete bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are not the same issue." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization errors in v5 are both tokenizer-related but not the same concrete bug." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different problems." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "base_model_prefix loading breaks and NaNs in classification heads are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API settings warning and missing get_number_of_image_patches are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version support and AuxRequest import version checks are different version-compatibility issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop on a specific image are distinct multimodal model bugs." + "reason": "Unrelated: missing onnx module versus slow/fast tokenizer inconsistency." } ] }, @@ -12900,50 +12814,50 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42673", + "issue:42371", "issue:42831", "issue:43064", + "issue:43066", "issue:43116", "issue:43381", - "issue:43421", "issue:43441", "issue:43450", "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", + "issue:43874", "issue:43937", + "issue:43976", "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", "issue:44380", - "issue:44410", "issue:44466", + "issue:44485", "issue:44625", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", "issue:44945", "issue:44977", - "issue:45072", "issue:45081", "issue:45083", - "issue:45216", "issue:45278", - "issue:45310", "issue:45357", "issue:45405", "issue:45446", @@ -12955,6 +12869,13 @@ "issue:46077" ], "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:43493|issue:45753", "issue:42222|issue:43441", "issue:42831|issue:45753", "issue:44075|issue:44936", @@ -12968,9 +12889,9 @@ "issue:43064|issue:43673", "issue:44380|issue:46077", "issue:33453|issue:39401", - "issue:44117|issue:45588", "issue:44625|issue:46002", "issue:43827|issue:45446", + "issue:44117|issue:45588", "issue:39401|issue:44779", "issue:22355|issue:29127", "issue:43381|issue:44945", @@ -12978,209 +12899,222 @@ "issue:44466|issue:46002", "issue:45405|issue:45446", "issue:43450|issue:43986", - "issue:44117|issue:45081", - "issue:42673|issue:45072", - "issue:38617|issue:41628", - "issue:44410|issue:45310", - "issue:44829|issue:45216", - "issue:39401|issue:43421" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "95e2bb9c68b78ae1bb9efc2a1ca4b8378c6c967d8655cdd11fdccabebff41f4e", + "prepared_review_unit_hash": "1069423707a54b0079b91003de67d9184d337384da4a088e5f512949884671fd", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36249, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "soft_pair_count": 31, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports across different models and subsystems. I found no soft-edge pair that is clearly the same underlying bug; all candidate links should be kept separate. The strongest likely duplicate among the listed issues is the repeated Qwen3.5 Moe from_pretrained report.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is an early, focused report of the Qwen3.5 Moe from_pretrained failure and matches a later same-title duplicate (issue:45478).", + "summary": "The cluster is highly heterogeneous: most items are distinct bug reports across tokenizers, multimodal models, training, attention backends, and dependency/version regressions. I do not see any soft pair that clearly describes the same underlying bug or code change.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45278 is the broadest regression report in the set and best fits a cluster-level representative because it summarizes multiple import failures after a version upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue in this set because it is specific, likely the original report for the repeated Qwen3.5 Moe from_pretrained regression, and is more canonical than the later duplicate.", + "best_issue_reason": "Issue 45278 is the most suitable global representative: it describes a wide-impact upgrade regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes (decoder type vs incorrect Deepseek outputs)." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a missing model weight during UMT5 loading; the other is AutoProcessor not forwarding kwargs to cached_file. Different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE behavior are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated symptoms and fixes." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are separate environment/version checks affecting different subsystems (Python compatibility vs flex_attention import gating)." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention crash." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 image-generation infinite loop." + "reason": "FineGrainedFP8 accuracy concerns do not match the Qwen3_5 infinite-loop symptom." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() after train() are different code paths and bugs." + "reason": "Optimizer argument handling and trainer evaluate/train lifecycle failures are different bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained visual-key serialization and the other is a from_pretrained error; not the same concrete bug." + "reason": "Both mention Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same code path." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 variants, but the model and failure mode differ (Qwen3-VL-Moe vs Qwen3.5 Moe from_pretrained)." + "reason": "Both are Qwen3/Qwen3.5 MoE-related, but one is a broader v5/Qwen3-VL-Moe issue and the other is a specific from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label classification example output is unrelated to a v5 pipeline translation-task error message." + "reason": "Example script multi-label outputs and pipeline translation support messaging are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to a flex_attention PyTorch version check." + "reason": "A Qwen3_omni_moe feature-extraction helper issue is unrelated to the flex_attention version check." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "run_classification.py empty multi-label results and SigLIP2 discrepancy are unrelated bugs." + "reason": "Example script classification behavior and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and a stale paged-generate warning are not the same issue." + "reason": "A GLM-5 generation config error and a stale warning in paged generate are different issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad upgrade-related import-error cluster are too different to merge." + "reason": "The latter is a broad import-regression umbrella, but the former is a specific missing symbol; not enough evidence they are the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are separate training vs generation problems." + "reason": "Trainer/FSDP optimizer state corruption and GenerationMixin cache missing are distinct failure modes." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling being ignored and Gemma4 causal-mask construction are different attention bugs." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are separate attention-behavior bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping correctness are distinct tokenizer issues." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + "reason": "Both are tokenizer regressions, but one is a general loading regression and the other is a Qwen3 offset_mapping defect." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model/config problems." + "reason": "Num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None involve different mechanisms." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer bugs, but they concern different models and different incorrect behavior." + "reason": "Both are tokenizer output correctness regressions, but for different models and likely different implementations." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx module and a layoutlmv3 error-message clarity issue are unrelated." + "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are separate behaviors." + "reason": "Gradient checkpointing in eval mode and incorrect pipeline parallel outputs are separate training/inference issues." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "These are different Qwen/GLM model regressions with different symptoms and code paths." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency and classification-head NaNs are different failure modes." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are related only by video processing, not the same defect." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping fallback logic and Mistral regex patch crash are unrelated code paths." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are distinct issues." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + "reason": "Serialization inconsistency for tied weights and NaNs during init/checkpointing are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is a model-definition issue, not a from_pretrained error." + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are not the same underlying change." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "FlashAttention-3 degenerate training and incorrect save_pretrained checkpoint contents are unrelated." + "reason": "Batched video processor shape handling and missing torchvision crash are different problems." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:45081", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer offset mapping and runtime special-token post-processor updates are different tokenizer behaviors." + "reason": "A Mistral regex patch crash and a flash_attention s_aux=None crash are separate code paths." } ] }, @@ -13199,12 +13133,13 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", @@ -13217,6 +13152,7 @@ "issue:43122", "issue:43335", "issue:43408", + "issue:43421", "issue:43441", "issue:43452", "issue:43577", @@ -13227,12 +13163,10 @@ "issue:43937", "issue:44038", "issue:44075", - "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44291", - "issue:44368", "issue:44410", "issue:44483", "issue:44484", @@ -13242,8 +13176,9 @@ "issue:44829", "issue:44964", "issue:44977", - "issue:44987", "issue:45071", + "issue:45072", + "issue:45216", "issue:45278", "issue:45310", "issue:45459", @@ -13253,6 +13188,11 @@ "issue:45656" ], "soft_pairs": [ + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", "issue:44291|issue:45071", "issue:44484|issue:45310", "issue:43408|issue:43742", @@ -13261,257 +13201,263 @@ "issue:42175|issue:42222", "issue:44964|issue:45278", "issue:44483|issue:45464", - "issue:42371|issue:44261", "issue:44075|issue:45656", "issue:43066|issue:43122", + "issue:42371|issue:44261", "issue:43012|issue:43577", - "issue:43874|issue:44261", + "issue:38617|issue:44220", "issue:44410|issue:45478", "issue:44484|issue:45478", - "issue:38617|issue:44220", + "issue:43874|issue:44261", "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:43012|issue:43408", - "issue:42222|issue:45459", "issue:45071|issue:45542", + "issue:42222|issue:45459", "issue:43441|issue:44829", - "issue:42371|issue:42831", - "issue:42673|issue:44977", "issue:42673|issue:43906", + "issue:42673|issue:44977", + "issue:42371|issue:42831", "issue:43931|issue:44038", - "issue:43335|issue:45071", "issue:43097|issue:43452", - "issue:43874|issue:44263", - "issue:43408|issue:44368", - "issue:44117|issue:44987" + "issue:43335|issue:45071" ], - "prepared_review_unit_hash": "73e14938b39263c89ebe51ce982f8df037c6e0a402ee06177817c40ee9090984", + "prepared_review_unit_hash": "5d8b7975031b3fed2832e9fef343cec73ab3ad0eb0d00b96ffc7b801dd39cf8f", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: many separate Transformers v5-era bug reports, but not the same underlying defect. The soft pairs are mostly only thematically similar (imports, tokenizer, model loading, backend regressions) rather than true duplicates.", + "summary": "The cluster is mostly heterogeneous Transformers regression reports with only topical overlap. No soft pair should be treated as a confirmed duplicate here; even the tokenizer-v5 pair (43066/43122) is only a soft similarity and is explicitly non-deterministic in the packet.", "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest and most representative cluster member: it captures multiple import failures after a Transformers upgrade, which aligns with several other version-regression reports here.", + "canonical_issue_reason": "issue:43066 is the clearest representative of the tokenizer-v5 subgroup, but the packet does not support elevating it to a confirmed duplicate root for issue:43122.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue in this set because it is broad, user-facing, and plausibly serves as an umbrella for related upgrade/import breakages.", + "best_issue_reason": "issue:43066 is the strongest single issue anchor because it most directly describes the underlying tokenizer-decoder regression, even though the evidence remains soft.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: threaded VRAM leak vs bfloat16 dtype mismatch." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and distinct failures: missing projections vs from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: flash-attention training degeneration vs save_pretrained regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer-related, but offset mapping and runtime post-processor updates are different bugs." + }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Different bugs: init_empty_weights/_is_hf_initialized TypeError vs PreTrainedConfig type-checking regression." + "reason": "Different failures: init_empty_weights argument handling vs config type checking." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Different failures: max_shard_size behavior vs Qwen3.5-Moe from_pretrained error." + "reason": "Unrelated issues: shard sizing vs Qwen3.5 MoE loading." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading warnings/errors: SAM3 model-type mismatch vs MobileLLM key error." + "reason": "Different models and symptoms: sam3 tracker/video warning vs MobileLLM key error." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "One is a VitPose model breakage; the other is a TensorFlow/tensorboard backend installation issue." + "reason": "Model breakage vs backend dependency misinstallation; not the same bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Unrelated: GenerationConfig validation error vs unrecognized model/config.json error." + "reason": "GenerationConfig validation and missing model_type are different load-time failures." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Different subsystems: backend dependency packaging vs VitPose model breakage." + "reason": "Dependency/backend packaging issue vs model-specific VitPose breakage." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Different concrete problems: Phi-4 multimodal load failure vs general import errors after upgrade." + "reason": "Single model load failure is not the same as a broad import-regression report." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Different API surfaces: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API warning/behavior vs MLA q_a_layernorm precision mismatch." + "reason": "Both mention chat/completions, but the concrete failures differ." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer bugs: SGD args ignored vs optimizer.step called twice with deepspeed." + "reason": "Different optimizer bugs: ignored SGD args vs double stepping under deepspeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Related tokenizer/version issues, but one is wrong decoder type and the other is changed tokenization behavior." + "reason": "Only soft similarity; packet marks this deterministic_accept=false, so do not treat the tokenizer-v5 reports as a confirmed duplicate." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Different dtype issues: PyTorch warning during compile vs BLIP2 components staying float32." + "reason": "TF32 API guidance is unrelated to an rms_norm_eps precision bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different multimodal/audio bugs: missing image-patch method vs MLA layernorm epsilon precision issue." + "reason": "Compile-time precision warning vs BLIP2 dtype propagation bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different model architectures and failures: qwen3next missing projections vs Qwen3.5-Moe from_pretrained error." + "reason": "Superficial import/runtime similarity only; different modules and failures." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different problems: save_pretrained sharding limit question vs Qwen3.5-Moe loading failure." + "reason": "Different Qwen3.5/Qwen3next loading paths and failure surfaces." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different import/API issues: missing layer_type_validation vs _torch_extract_fbank_features failure." + "reason": "Different model/component bugs: image patch counting vs layernorm epsilon config." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM-related bugs: torch.split return values vs RoPE implementation discussion." + "reason": "Both GLM-related, but torch.split behavior and RoPE implementation are distinct." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different version-regression complaints: removed tie_embeddings_and_encoder_decoder vs unexpected position-id keys." + "reason": "Removed config option vs unexpected position-id keys across models." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different regressions: missing AutoImageProcessor import vs PreTrainedConfig type-checking breakage." + "reason": "Import-export regression and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Different issues: compile warning for bfloat16 vs model-type mismatch warning." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "Different causes: VitPose model breakage vs tokenizer error handling when protobuf is absent." + "reason": "Precision warning vs model-type mismatch warning." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression is unrelated to backend installation/error handling." + "reason": "PretrainedConfig typing and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is not the same as tokenizer error masking when protobuf is absent." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different code paths: Ministral FlashAttention failure vs sequence-classification training degeneracy with flash_attention_3." + "reason": "Both mention flash attention, but different models and failure modes." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "TF32 configuration warning is unrelated to FineGrainedFP8 accuracy regression." + "reason": "Threaded VRAM leak is not the same as an isolated reproduction report." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "Both concern Qwen3.5 but different manifestations: VRAM leak in dataloader threads vs bad generation with flash-attention." + "reason": "Different Qwen3.5 problems: memory leak vs generation failure with flash attention." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "One is a VRAM leak; the other is an isolated reproduction of a different earlier issue." + "reason": "TF32 control API feedback and FineGrainedFP8 accuracy regression are different precision issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL failures: weight-shape mismatch vs a separate transformers 5.0 bug report." - }, - { - "left": "issue:43335", - "right": "issue:45071", - "accept": false, - "reason": "Config constructor bug in SwitchTransformers is unrelated to PreTrainedConfig type-checking changes." + "reason": "Different Qwen3-VL loading problems with different model variants and errors." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API issue is unrelated to gguf_file loading failures." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM46V vs GLM MoE bugs, with distinct failing functions and symptoms." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Different warning types: SAM3 model-type mismatch vs tie_word_embeddings warning during Qwen3.5 fine-tuning." + "reason": "Config removal and gguf-file loading breakage are unrelated." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Different tokenizer bugs: TOKENIZER_MAPPING_NAMES None handling vs a model-loading failure in transformers>=5.1.0." + "reason": "SwitchTransformers sparse-layer bug is unrelated to PretrainedConfig type checking." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet does not support any accepted duplicate edge. In the soft_pairs list, issue:43066 \u2194 issue:43122 is explicitly marked deterministic_accept=false, so calling it a true duplicate overstates the evidence. The summary should stay conservative and describe all pairs as only soft similarity unless the packet shows a stronger link." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13527,24 +13473,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:38617", "issue:42617", "issue:42673", "issue:42757", "issue:42886", - "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", "issue:43381", + "issue:43408", "issue:43502", "issue:43550", "issue:43825", "issue:43873", + "issue:43874", "issue:43906", "issue:43931", "issue:43976", @@ -13554,18 +13501,18 @@ "issue:44062", "issue:44117", "issue:44261", + "issue:44263", "issue:44315", "issue:44351", "issue:44368", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44514", "issue:44655", "issue:44704", "issue:44945", "issue:44964", + "issue:44987", "issue:45103", "issue:45200", "issue:45290", @@ -13574,19 +13521,21 @@ "issue:45375", "issue:45561", "issue:45588", - "issue:45753", "issue:45859", "issue:46050" ], "soft_pairs": [ + "issue:43408|issue:44368", + "issue:44117|issue:44987", "issue:43976|issue:44945", + "issue:43874|issue:44263", "issue:43986|issue:44484", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43097|issue:46050", + "issue:38617|issue:44351", "issue:44410|issue:45375", "issue:44062|issue:44117", - "issue:38617|issue:44351", "issue:43097|issue:45588", "issue:42673|issue:45200", "issue:44038|issue:44410", @@ -13601,8 +13550,8 @@ "issue:43066|issue:43906", "issue:42617|issue:45341", "issue:43986|issue:45290", - "issue:43986|issue:45372", "issue:45341|issue:45561", + "issue:43986|issue:45372", "issue:43986|issue:45341", "issue:43825|issue:44655", "issue:45341|issue:45588", @@ -13610,249 +13559,246 @@ "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:43012|issue:44368", - "issue:42886|issue:43381", - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:44483|issue:44514" + "issue:42886|issue:43381" ], - "prepared_review_unit_hash": "7c7d875a084d8d3f121b5fffd2abe1a17aac54b3270f28cbd68b66fb0cbb018a", + "prepared_review_unit_hash": "9078f372e351e16aafb8a2724f6bf67a63f6792b63ef8074a3092f6652552a84", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38017, - "estimated_input_tokens": 9505, - "estimated_eval_tokens": 19266 + "serialized_chars": 38095, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports that only share broad topical similarity (imports, tokenizers, model loading, offload/quantization, training, and API behavior). None of the soft pairs look like the same underlying bug or change, so I reject all duplicate links.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical duplicate emerges: the issues span distinct failure modes and subsystems, so there isn't one issue that cleanly represents the whole set as a duplicate cluster.", + "summary": "This cluster is only loosely related by Transformers ecosystem keywords; the soft pairs span distinct bugs, model families, and code paths, so none look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active open report with the broadest concrete impact (quantization/offloading), so it is the best representative if one issue must be chosen; even so, it is not a duplicate of the others.", + "best_issue_reason": "issue:43986 is the clearest standalone representative because it reports a concrete, reproducible loading crash with a well-defined user impact; the rest of the items are too heterogeneous to form a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: SAM3 model-type warning vs a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer registry returning None vs a model-load regression on transformers>=5.1.0." + }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Different problems: a Transformers/Python compatibility issue versus incorrect pipeline-parallel LLM output." + "reason": "Python-version/package compatibility issue, not the same as incorrect outputs from pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different code paths: missing image-patch helper vs torch.split return/value handling in a MoE indexer." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Different bug classes: optional torchvision-dependent processor crash versus a question about save_pretrained shard size." + "reason": "Processor-loading crash vs a save_pretrained shard-size question; not the same bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules (`layer_type_validation` vs `is_offline_mode`)." + "reason": "Both are import errors, but for unrelated symbols from different packages and failure modes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training issues: FSDP2/PEFT optimizer state corruption versus Liger Kernel not applied with `model_init`." + "reason": "Wrong optimizer states in FSDP2/PEFT vs Liger Kernel not being applied with model_init." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different serialization/config topics: removed tie-embeddings API warning versus broken quantized save/load after `sinq`." + "reason": "Different save/load regressions: removed embedding-tie API vs quantized model persistence corruption." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols; no shared underlying bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model/config bugs: missing QKV/gate projections in qwen3next versus a Qwen3_5MoeVisionConfig field being dropped." + "reason": "Missing projections in qwen3next is unrelated to a config field being silently dropped in Qwen3_5MoeVisionConfig." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer failures: `AddedToken(special=...)` argument conflict versus `TOKENIZER_MAPPING_NAMES` being `None` unexpectedly." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports from different packages (`layer_type_validation` in configuration utils vs `HybridCache` from transformers)." + "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated: tie-embeddings deprecation/removal warning versus an `integrations/flash_attention.py` crash on `s_aux=None`." + "reason": "One is an API removal complaint; the other is a flash_attention crash on s_aux=None." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "Different areas: VRAM leak with multiple dataloader threads versus Gemma 4 text-only fine-tuning needing `mm_token_type_ids` defaulting." + "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3-family bugs in different model variants: Qwen3-VL-Moe loading versus qwen3next missing projections." + "reason": "Different model families and bugs: Qwen3-VL-Moe issue vs qwen3next missing attention projections." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different layers: `AutoProcessor.from_pretrained` kwarg forwarding versus an `auto_docstring` crash under future annotations." + "reason": "Passing kwargs to cached_file is a loading bug; auto_docstring crashes in annotation handling are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different load-time failures: Qwen3-VL-30B-A3B weight shape mismatch versus missing qwen3next projections." + "reason": "Model shape mismatch for Qwen3-VL-30B is unrelated to qwen3next missing projections." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different code paths: offline/local_files_only network leakage versus UMT5Encoder missing `embed_tokens.weight` on load." + "reason": "local_files_only still making requests is a cache/network bug, not the same as missing embed_tokens weights." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different numerical/model issues: missing `rms_norm_eps` precision sensitivity versus GLM-5 RoPE implementation concerns." + "reason": "Precision epsilon/config complaint in MLA q_a_layernorm is not the same as GLM-5 RoPE implementation concerns." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Different failures: Phi-4 multimodal model loading versus a small testing_utils bug." + "reason": "Multimodal model loading regression is unrelated to a small testing_utils bug." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Different domains: testing utility bug versus Qwen3_5 rotary embedding incompatibility with CPU offload." + "reason": "Testing utility bug vs a CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Related broadly to v5 model behavior, but one is an API/config removal warning and the other is a quantization/offloading bug." + "reason": "Removed tie_embeddings API and quantization offloading are different regressions." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different issues: missing torchvision for video processor loading versus tokenizer mapping returning `None`." + "reason": "Missing torchvision processor dependency is unrelated to tokenizer mapping returning None." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Different tokenizer/model concerns: wrong decoder type in v5 versus an isolated reproduction of another issue." + "reason": "Package import regression for is_offline_mode is unrelated to the 3d_parallel.py issue reproduction." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different problems: failure running `3d_parallel.py` versus a minor testing utility bug." + "reason": "A runtime script failure is not the same as a small testing_utils bug." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Different processor/template issues: missing torchvision crash versus batched chat-template handling with tool calls." + "reason": "Processor loading without torchvision and chat-template crashes on tool-call messages are distinct paths." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Different missing-dependency/import problems: torchvision absence versus `ReasoningEffort` import failure in mistral_common." + "reason": "Testing_utils typo/bug and a pytest-xdist race on captured_info.txt are different issues." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different test infra bugs: a small testing_utils issue versus an xdist race on `captured_info.txt`." + "reason": "Video processor loading without torchvision is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Different scope: video-model processor dependency crash versus a testing_utils bug." + "reason": "Processor loading crash and a testing_utils bug do not share the same underlying cause." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different API regressions: pipeline task support/error messaging versus inability to save Pipeline objects." + "reason": "Pipeline translation-support messaging is unrelated to inability to save Pipeline objects." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Different layers: testing utility bug versus flash-attention handling of `s_aux=None`." + "reason": "Testing utility bug vs flash_attention s_aux=None crash are separate code paths." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different concerns: missing checkpoint weight on UMT5 load versus save_pretrained shard-size default behavior." + "reason": "Missing embed_tokens during load is not the same as questioning the default max shard size on save." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model/back-end bugs: xLSTM training blockers versus Bamba SDPA/torch.compile failure." + "reason": "Three xLSTM training bugs and a Bamba torch.compile/SDPA failure are different model-specific problems." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different symptoms: a bfloat16 compile precision warning versus an actual model compile failure with SDPA." + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a functional torch.compile SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a model config warning about `tie_word_embeddings`." + "reason": "Compilation precision warning is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Different runtime constraints: offline cache loading bug versus gradient checkpointing being unavailable in eval mode." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Different model behaviors: save/load of dequantized models versus an infinite loop on a specific image." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Different serialization paths: dequantized model save failure versus saving Pipeline objects." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Different request-processing bugs: v5 chat/completions schema rejection versus batched `apply_chat_template` crashing on tool-call assistant messages." + "reason": "Offline cache loading behavior and gradient checkpointing in eval mode are unrelated bugs." } ] }, @@ -13871,10 +13817,10 @@ "review_unit_count": 48, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:36010", "issue:36683", @@ -13882,6 +13828,7 @@ "issue:42490", "issue:42757", "issue:42898", + "issue:42907", "issue:42994", "issue:43012", "issue:43064", @@ -13895,7 +13842,6 @@ "issue:43526", "issue:43611", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", "issue:43867", @@ -13903,7 +13849,6 @@ "issue:43901", "issue:43906", "issue:43937", - "issue:43976", "issue:44038", "issue:44222", "issue:44230", @@ -13912,6 +13857,7 @@ "issue:44380", "issue:44483", "issue:44485", + "issue:44514", "issue:44625", "issue:44655", "issue:44683", @@ -13926,254 +13872,280 @@ "issue:46082" ], "soft_pairs": [ + "issue:42907|issue:45753", + "issue:42907|issue:44655", "issue:44222|issue:45478", - "issue:43208|issue:43526", + "issue:44483|issue:44514", "issue:43012|issue:44683", "issue:42490|issue:43012", + "issue:43208|issue:43526", "issue:42757|issue:43824", "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43618|issue:43761", "issue:43064|issue:44380", - "issue:44483|issue:45381", "issue:43299|issue:43867", + "issue:44483|issue:45381", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:45276|issue:46077", "issue:43352|issue:43937", - "issue:36010|issue:42757", "issue:43867|issue:45216", + "issue:36010|issue:42757", "issue:42898|issue:43066", - "issue:43756|issue:44485", "issue:43611|issue:44655", + "issue:43502|issue:44485", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:43906|issue:45753", "issue:44263|issue:45440", - "issue:36683|issue:44242", + "issue:43906|issue:45753", "issue:43299|issue:45753", + "issue:36683|issue:44242", "issue:36683|issue:43881", - "issue:43901|issue:46077", - "issue:43352|issue:43976" + "issue:43901|issue:46077" ], - "prepared_review_unit_hash": "b6951fa258bf00cb15c996e11c29e01dbf7fc36809e0ac6d15b4d23c19623ecf", + "prepared_review_unit_hash": "34c8ff5abbfeaa9b60b70c60340fbf5798da92412e47d628ab41d04e975b6820", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37178, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "soft_pair_count": 35, + "serialized_chars": 37753, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose similarity cluster of many unrelated Transformers regressions: import failures, model load/save bugs, config propagation errors, attention/back-end issues, and a few model-specific vision/MoE problems. None of the soft pairs look like true duplicates; they mostly share only broad version/subsystem context.", - "confidence": 0.96, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the broadest representative of the v5 loading-regression theme; several others are narrower model-specific load/save failures.", + "summary": "This set is a grab-bag of distinct Transformers regressions and import/model-specific bugs. The soft pairs mostly share only broad surface area (save/load, chat templates, imports, v5 regressions), not the same underlying fix, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44483 is the broadest, most user-facing concrete regression in the list, but it should be treated as a representative issue only\u2014not as evidence that the whole set is one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall representative of the dominant regression pattern in this set, but still only a partial umbrella because the cluster also spans configs, attention masks, tokenizer/template behavior, and backend warnings.", + "best_issue_reason": "Issue 44483 is the best global representative because it is a clear, high-impact API regression with a concrete failure mode and wider user relevance than the model-specific or purely cosmetic issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: saving dequantized Minstral/Devstral models vs an inference infinite-loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is a dequantized model serialization bug and the other is Pipeline.save_pretrained behavior; different code paths." + }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5/MoE and save/load APIs, but one is FP8 save_pretrained while the other is a from_pretrained loading error; different concrete bugs." + "reason": "Related model family, but one is FP8 save_pretrained and the other is from_pretrained loading failure; not the same fix." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Completely different models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "One is a chat-completions request acceptance issue, the other is a tokenizer/template crash on batched input; distinct failures." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both touch compile/backend warnings, but one is a bfloat16 precision warning and the other is a flex_attention failure on torch>=2.9." + "reason": "Different compile-time issues: a PyTorch precision warning vs a flex_attention failure on newer torch." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Import warning on local-path handling is unrelated to the PyTorch bfloat16 precision warning." + "reason": "Unrelated warnings in different areas: local path import handling vs bfloat16 compilation behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different subsystems and model families: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different causes." + "reason": "Both are import errors, but they concern different missing symbols with different causes and fixes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "One is an import failure, the other is network requests despite local_files_only=True; not the same bug." + "reason": "ImportError for a missing utility vs network requests despite local_files_only=True; different behavior and code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen/MoE-related, but one is a loading regression and the other is FP8 inference support." + "reason": "Same broad Qwen/VL/MoE area, but one is a v5 loading bug and the other is FP8 inference support; not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection is unrelated to a chat-template crash on tool-call assistant messages." + "reason": "Both chat-related, but one is server-side request validation and the other is chat-template tokenization with tool-call messages." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family, but different regressions: missing attentions vs hidden_states=None." + "reason": "Both CLIP regressions, but one drops attentions from outputs and the other loses hidden_states in forward; separate output plumbing bugs." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "Training/distributed optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in certain attention backends." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different areas entirely: chat API request validation vs Qwen2.5-VL video position IDs." + "reason": "Both are model-loading failures, but the affected models and root causes differ; they are not the same checkpoint bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Both are loading failures, but one is Qwen3-VL-MoE specific and the other is a state_dict ordering issue." + "reason": "Different Qwen2.5-VL problems: chat request acceptance vs wrong vision_position_ids for video input." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch about return_all_scores is not the same as failing to save Pipeline objects." + "reason": "Documentation mismatch for pipeline scoring vs inability to save Pipeline objects; unrelated issues." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but they involve different models and missing fields." + "reason": "AttributeError on Gemma3Config vs missing field on SAM3 vision encoder output; different models and missing attributes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but quantized model saving and Pipeline.save_pretrained are different failure modes." + "reason": "Both are save failures, but one is quantized-model serialization and the other is pipeline persistence." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same Gemma4 family, but resize_token_embeddings and bidirectional-attention masking are separate code paths." + "reason": "Both Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; distinct bugs." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different issues: FlashAttention 2 support check vs invalid GenerationConfig for GLM-5." + "reason": "Different model-specific issues: Flash Attention support for Nemotron vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying defect." + "reason": "Checkpoint loading error from sorted state_dict vs a regression in saved Qwen3.5 checkpoints; same general area, different defect." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are model loading/saving problems, but one is state_dict sorting and the other is Qwen3.5 checkpoint correctness in save_pretrained." + "reason": "Both import errors, but for unrelated APIs and unrelated underlying breakages." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior change and wrong decoder type are distinct tokenizer regressions." + "reason": "Tokenizer behavior changes and decoder type selection are both v5 tokenization regressions, but they are not the same bug." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Both reference RoPE, but they are different models and different implementation bugs." + "reason": "Model-loading via base_model_prefix vs saving Pipeline objects; no shared code-path bug." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both are v5 regressions, but one is about loading with base_model_prefix and the other is Pipeline.save_pretrained." + "reason": "Local-files-only network leak vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Num-label propagation and Gemma4 attention masking are unrelated configuration bugs." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate model-config regressions." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different config/attention bugs in different models; not the same underlying issue." + "reason": "Different configuration validation issues in different models: Gemma4 attention masks vs LlamaConfig head_dim rejection." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but they are separate model-specific regressions." + "reason": "Both are AttributeErrors on config objects, but they involve different models and missing fields." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint-save corruption." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split/indexer bug in GLM MoE code is not the same as DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same bug as the Qwen3_5 infinite-loop image case." + "reason": "An isolated reproduction of an older issue is unrelated to a new infinite-loop report on a specific image." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Different MoE internals and different models; these are not the same concrete code-path problem." + "reason": "Different failure modes: model loading regression vs generation looping on a particular image input." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing Gemma3Config vocab_size is unrelated to the load-balancing-loss omission." + "reason": "Gemma config missing vocab_size is unrelated to missing load-balancing loss when router logits are disabled." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Both involve Qwen vision models, but loading failure and infinite-loop generation are distinct defects." + "reason": "Different loading bugs on different model families; no shared underlying defect is evident." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:46077", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to the Python version compatibility issue." + "reason": "Pipeline docs mismatch vs Gemma4 attention-mask behavior; not the same bug." } ] }, @@ -14195,7 +14167,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:28282", "issue:33453", @@ -14213,7 +14185,6 @@ "issue:43575", "issue:43618", "issue:43867", - "issue:43901", "issue:43976", "issue:43992", "issue:44062", @@ -14234,6 +14205,7 @@ "issue:44938", "issue:44964", "issue:44977", + "issue:45071", "issue:45125", "issue:45310", "issue:45341", @@ -14247,14 +14219,15 @@ "issue:45600" ], "soft_pairs": [ + "issue:43352|issue:43976", "issue:43992|issue:45310", "issue:43441|issue:44380", - "issue:44380|issue:45479", "issue:43352|issue:44380", + "issue:44380|issue:45479", "issue:43867|issue:45375", "issue:43352|issue:45478", - "issue:41669|issue:44246", "issue:44355|issue:44855", + "issue:41669|issue:44246", "issue:43618|issue:44380", "issue:36683|issue:44117", "issue:42890|issue:45561", @@ -14271,10 +14244,10 @@ "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:44977", + "issue:42890|issue:44964", "issue:43618|issue:45588", "issue:44655|issue:44938", - "issue:42890|issue:44964", - "issue:43901|issue:44938", + "issue:44938|issue:45071", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", @@ -14282,250 +14255,250 @@ "issue:44222|issue:45125", "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "f8cb859e7eaf4a7dfe3d42a9789409bf3c7b1f34817348abe2e2014a43a435a3", + "prepared_review_unit_hash": "7135d3a8b445fd6e3746a9fd5c93d243500f10f74cb895c0c276c2f311a2b025", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37457, - "estimated_input_tokens": 9365, - "estimated_eval_tokens": 18986 + "soft_pair_count": 35, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues (imports, model loading, FlashAttention, tensor-parallel, tests). The only strong duplicate-looking pair is the import-time slowdown reports around `transformers` import performance.", - "confidence": 0.68, - "canonical_issue_reason": "issue:41669 is the best canonical issue because it is the broadest, most clearly scoped performance regression in the set and has the closest duplicate-style neighbor (`issue:44246`).", + "summary": "These are mostly unrelated Transformers issues across imports, model loading, FlashAttention, tensor parallelism, and tests. Only the import-time slowdown reports look like a true duplicate pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41669 is the clearest representative: it identifies the import-time regression, names a likely root cause (`import *` in models), and is concrete enough to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the strongest global issue candidate: clear title, concrete symptom, and it represents the only clearly related duplicate cluster in this set.", + "best_issue_reason": "issue:41669 is the best issue to represent the cluster because it is specific, root-cause oriented, and broader than the generic \u201cimport takes long\u201d report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Both mention runtime/support problems, but one is FlashAttention support for Nemotron and the other is Python-version compatibility; not the same bug." + }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are loading errors, but for different models and causes (`UMT5Encoder` missing weights vs Qwen3.5 MoE `from_pretrained` failure). Not the same bug." + "reason": "Both involve Qwen-related loading, but one is missing `embed_tokens.weight` for UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained error; different failures." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both mention FlashAttention/backend behavior, but one is a model-support error for Ministral-3 and the other is GPT2 attention scaling being ignored. Different code paths." + "reason": "Both touch FlashAttention/SDPA, but the concrete issues differ by model and symptom; not mergeable as one fix." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "GPT2 backend scaling bug is unrelated to the sequence-classification zero-loss bug. Same broad modeling area, not the same issue." + "reason": "Different models and different code paths: missing FlashAttention support vs ignored attention scaling config." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Nemotron FlashAttention 2.0 support error is a model-specific capability issue; GPT2 attention scaling under SDPA/FA is a different backend bug." + "reason": "Attention backend behavior and sequence-classification loss degeneracy are unrelated bugs." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "One is a state-dict loading/order failure, the other is a config field being dropped by `@strict`. Different underlying failures." + "reason": "Both are save/load mismatches, but one is about sorted state_dict loading and the other is a config field dropped by `@strict`; different root causes." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Different models and symptoms: Nemotron FA2 unsupported vs Qwen3.5 MoE `from_pretrained` error." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both report the same underlying regression: `transformers` import becoming slow, with the latter describing the same import-time slowdown symptom in broader terms." + "reason": "Despite both mentioning Qwen/Nemotron-style model support themes, these are different model-specific from_pretrained/FlashAttention issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both fail while importing/using Python files, but one is about compiled Python files and the other is a PyTorch JIT parsing/indentation issue on Python 3.13. Different root causes." + "reason": "Both are import-time errors, but one is about compiled Python files generally and the other is a TorchScript parsing issue on Python 3.13." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe `import transformers` being unexpectedly slow; 41669 supplies the likely cause, so these look like the same underlying import-performance regression." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "One is missing `attentions` assignment in CLIPOutput, the other is GPT2 attention scaling ignored under backend changes; unrelated concrete bugs." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Gemma3Config missing `vocab_size` and `TOKENIZER_MAPPING_NAMES` returning `None` are distinct `from_pretrained` failures." + "reason": "Both are attribute/mapping-style failures, but one is Gemma3Config missing `vocab_size` and the other is TOKENIZER_MAPPING_NAMES sometimes returning None; different objects and fixes." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test flakiness, but one is missing `set_seed()` in SamHQ integration tests and the other is an xdist race on `captured_info.txt`. Not the same bug." + "reason": "Both mention test instability, but one is missing `set_seed()` in a SAM HQ test and the other is an xdist race on `captured_info.txt`; not the same failure." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." - }, - { - "left": "issue:43064", - "right": "issue:44655", - "accept": false, - "reason": "Optimizer-state bug and `save_pretrained` pipeline persistence bug are different problems." + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Missing `tie_embeddings_and_encoder_decoder` guidance in v5 and FlashAttention support errors are unrelated." + "reason": "One is an API removal/compatibility complaint, the other is FlashAttention support for a model; no shared underlying bug." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading failure due to ordering and incorrect visual encoder keys on save are different save/load bugs." + "reason": "Both concern save/load regressions, but the model families and failure modes are different: state_dict ordering vs wrong visual encoder keys." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility complaints, but they are about different versions and different failure modes; not the same underlying issue." + "reason": "Both are Python compatibility complaints, but they target different versions and likely different breakages." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and distinct loading failures." + "reason": "Different Qwen-related loading problems with different symptoms; not the same code-path bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM with TP are related only at a very high level; the concrete failures differ." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM when loading a specific model; too different to merge." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Local path trailing-slash import warning and SGD args not being used are unrelated." + "reason": "A local-files-only network leak and unused SGD arguments are unrelated." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Different training/persistence issues with no shared concrete code path." + "reason": "Distributed optimizer-state corruption and saving Pipeline objects are separate issues." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-not-found ImportError and tokenizer-loading regression are both import/load issues, but not the same bug." + "reason": "Both are import/loading errors, but one is missing PyTorch for AutoModel and the other is tokenizer-loading regression; different underlying causes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "A DSA indexer/ReLU discussion and a DeepSeek implementation divergence are unrelated." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict loading failure is unrelated to the `max_shard_size` question." + "reason": "One is a load-model failure on sorted state_dicts; the other asks about the 50GB default shard size in save_pretrained." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions regression and LwDetrImageLoss AMP/CUDA crash are separate failures." + "reason": "Different model/component failures: CLIP attentions assignment vs LwDetrImageLoss AMP crash." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 flash-attention generation are different bugs." + "reason": "Both involve attention-related model behavior, but the affected models and symptoms are distinct." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to seeding and a multimodal model load failure are not duplicates." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to `flash_attention.py` crashing on `s_aux=None`." + "reason": "Both are in the model/integration area, but one is CLIPOutput attentions and the other is flash_attention.py crashing on `s_aux=None`; different bug." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Saving pipeline objects and Python 3.14 import failure are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Seed-related test flakiness and Phi-4 multimodal loading failure are distinct." + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." }, { - "left": "issue:43901", - "right": "issue:44938", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Pipeline docs mismatch and Python 3.14 import failure are unrelated." + "reason": "Both are version compatibility issues, but one is Python 3.14 loading and the other is `PretrainedConfig` type checking in v5.4.0; different problems." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "SamHQ seeding flake and GraniteSpeech stale device override CI failure are different test issues." + "reason": "A missing seed in a test and a stale device override CI failure are separate test bugs." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding/flakiness issue and removed `Sam3LiteText` config references in `auto_mappings.py` are unrelated." + "reason": "Different CI/test issues: missing seeds vs auto_mappings referencing removed configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leak and `AddedToken()` keyword collision are completely different bugs." + "reason": "One is an unwanted API request despite `local_files_only=True`; the other is an AddedToken keyword-argument conflict." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Both are test-related, but one is xdist seeding/race flakiness and the other is a bug in `testing_utils.py`. Not the same issue." + "reason": "Different testing bugs with no shared underlying code path." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for Qwen3.5 MoE are distinct tensor-parallel/save bugs." + "reason": "Both involve Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is missing `_tp_plan` for tensor parallelism; different fixes." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are top-level import errors, but for different missing exports (`PreTrainedModel` vs `HybridCache`)." + "reason": "Both are import/export errors, but `PreTrainedModel` missing from top-level export and `HybridCache` import failure are separate API surface regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the one accepted soft-edge pair (issue:41669 vs issue:44246) is conservative and well supported by the titles. The other verdicts also avoid overclaiming by treating only clear root-cause matches as non-duplicates. The canonical/best-issue choice is reasonable for this set." + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft-edge pair, issue:41669 and issue:44246, is supported by their titles and the fact that 41669 provides a plausible cause for the generic import-slowdown report. The other pairs are rejected with appropriately cautious reasoning; I don\u2019t see an overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -14544,7 +14517,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:30333", "issue:30990", @@ -14571,12 +14544,12 @@ "issue:44222", "issue:44230", "issue:44261", + "issue:44273", "issue:44315", "issue:44355", "issue:44360", "issue:44368", "issue:44387", - "issue:44485", "issue:44556", "issue:44623", "issue:44655", @@ -14591,24 +14564,24 @@ "issue:45375", "issue:45468", "issue:45478", + "issue:45542", "issue:45656", "issue:45850" ], "soft_pairs": [ - "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30990|issue:31795", - "issue:45125|issue:45375", "issue:30333|issue:33453", + "issue:45125|issue:45375", "issue:44387|issue:44556", "issue:43010|issue:45278", "issue:43723|issue:44556", - "issue:42831|issue:43874", "issue:43502|issue:44222", "issue:43010|issue:44368", - "issue:43010|issue:45850", + "issue:42831|issue:43874", "issue:43502|issue:44961", + "issue:43010|issue:45850", "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", @@ -14623,8 +14596,8 @@ "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:44961|issue:45468", + "issue:41628|issue:42548", "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:43576|issue:44938", @@ -14633,252 +14606,265 @@ "issue:41628|issue:44355", "issue:36296|issue:43526", "issue:44261|issue:44360", - "issue:44623|issue:45230" + "issue:44623|issue:45230", + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "996ad0f1265bb006ec33aff79d6ae36ab0006b46ccf84eafcbccd93069d2f5ae", + "prepared_review_unit_hash": "524dbf27bb22c9dc2a6b9df16e16757eae2086f548d4c65692e27b465cd389e8", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38250, - "estimated_input_tokens": 9563, - "estimated_eval_tokens": 19382 + "serialized_chars": 38833, + "estimated_input_tokens": 9709, + "estimated_eval_tokens": 19674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly about Transformers v5 upgrade regressions, especially import/load failures and related API breakages. None of the soft pairs are close enough to be treated as the same concrete bug, so I rejected all of them. The broadest representative issue is the one summarizing many import errors after upgrading to v5.5.0.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 best captures the shared theme of the cluster: a broad v5 upgrade regression causing multiple import failures. It is more representative than the narrowly scoped model- or feature-specific reports.", + "summary": "This cluster is mostly about unrelated Transformers v5 regressions, especially import/load failures and a few separate model-specific bugs. The broadest and most central issue is the v4.57.0\u2192v5.5.0 import-failure umbrella, but none of the soft pairs look like safe duplicates/merges.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it summarizes the broad v4.57.0\u2192v5.5.0 breakage pattern and covers the repeated import/load regressions that dominate this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable cluster anchor because it is clear, general, and directly describes the kind of release-wide breakage that several other issues in the set also hint at.", + "best_issue_reason": "issue:45278 is the strongest global representative because it is broad, concrete, and closest to the recurring failure mode across the cluster; the other issues are either narrower model-specific bugs or unrelated docs/API complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Different problems: offline download behavior vs GLM-5 RoPE implementation." - }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Unrelated bugs: compiled Python file errors vs a data filtering slowdown after upgrade." + "reason": "Different failure modes: compiled Python execution errors vs slower filtering after upgrade." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is a from_pretrained load failure; not the same concrete bug." + "reason": "Same model family, but one is missing tensor-parallel plan and the other is a from_pretrained load error; not the same concrete bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence loading hang and documentation confusion are unrelated." + "reason": "Loading hang for Sentence Transformers is unrelated to a documentation confusion about model.forward arguments." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Different Qwen3.5 MoE issues: tensor parallelism vs missing config field serialization." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to tokenizer loading regression." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel support and the other is a missing config field in vision config." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 OOM from reserved memory and checkpoint reload failure are different bug paths." + "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload failure after upgrade; distinct bugs." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." + "reason": "No overlap beyond being Transformers issues; no shared code-path or symptom." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." - }, - { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are different issues." + "reason": "Tokenizer loading in v5 and checkpoint reload failure are both load-related but not the same underlying bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only API calls are unrelated to FP8 save_pretrained behavior." + "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "No-grad decoration for cache updates is unrelated to a tied-embeddings warning." + "reason": "no_grad decoration for cache updates is unrelated to a tie_word_embeddings warning." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Cache update semantics are not the same as a general complaint that many models break." + "reason": "FineGrainedFP8 accuracy regression and missing image-patch method are separate model/component bugs." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Offline API-request behavior and an unrelated generic issue title do not match." + "reason": "local_files_only network requests and an empty-titled issue are not the same problem." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update gradient safety is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and a DSA indexer ReLU issue are unrelated." + "reason": "Liger Kernel application bug is unrelated to a DSA indexer activation omission." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are different regressions." + "reason": "Compiled-file execution problems and PretrainedConfig type-checking breakage are different failures." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training bugs are unrelated." + "reason": "Failed-job MLFlow reporting is unrelated to tensor-parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a generic issue title are not the same bug." + "reason": "Docs still referencing pipeline() is unrelated to the empty-titled issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Running compiled Python files and saving Pipeline objects are separate failure modes." + "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are distinct." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support are different code paths." + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not mergeable as one fix." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Different model-loading failures affecting different model families and versions; too broad to combine." + "reason": "Different model families and symptoms: Qwen3VL MoE loading vs generic checkpoint reload after version upgrade." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading are distinct issues." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate import/load issues." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol and a broken transformers env command are not the same bug." + "reason": "Missing huggingface_hub symbol import and transformers env command breakage are not the same bug." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and config type-checking regression are different failures." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Cache update no_grad behavior is unrelated to optimizer stepping twice under deepspeed." + "reason": "Broken env command and PretrainedConfig type-checking are different subsystems and failure modes." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2.5-VL import error are different API issues." + "reason": "env command breakage is unrelated to Qwen2_5_VLForConditionalGeneration import failure." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError from configuration_utils are unrelated." + "reason": "Documentation confusion is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful evidence of the same underlying bug; one is empty/placeholder, the other is a Gemma audio encoding issue." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Two different missing imports; same general area, but not the same concrete symbol or code-path problem." + "reason": "Different missing symbols: AutoImageProcessor vs PreTrainedModel." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad issue is unrelated to Python version compatibility." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a config utility is unrelated to the env command regression." + }, + { + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Generic issue title and Gemma-4 audio positional encoding bug do not match." + "reason": "Broken env command and Python 3.14 load failure are distinct issues." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the generic racoon issue." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and text classification docs behavior are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are not the same bug." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "AutoImageProcessor import failure and compiled Python file errors are separate regressions." + "reason": "ImportError for AutoImageProcessor is unrelated to compiled-file execution errors." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are distinct." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA rms_norm_eps precision issue and DSA indexer ReLU omission are different bugs." + "reason": "Precision/config epsilon issue for MLA is unrelated to a DSA indexer missing ReLU." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor.save_pretrained missing files and a placeholder bug report are not the same underlying issue." + "reason": "Processor.save_pretrained missing files is not demonstrably the same as the generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend error are unrelated." } ] }, @@ -14900,7 +14886,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:31795", "issue:33453", @@ -14942,22 +14928,21 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44038|issue:45125", - "issue:44393|issue:45071", "issue:44230|issue:46095", + "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:44373|issue:44961", "issue:41669|issue:43673", @@ -14968,8 +14953,8 @@ "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", - "issue:43408|issue:44315", "issue:43976|issue:44393", + "issue:43408|issue:44315", "issue:43352|issue:44393", "issue:43576|issue:44908", "issue:44297|issue:45230", @@ -14981,288 +14966,300 @@ "issue:45278|issue:45850", "issue:43874|issue:45850", "issue:44393|issue:45478", - "issue:44077|issue:44861", "issue:43827|issue:44908", + "issue:44077|issue:44861", "issue:41669|issue:44492", - "issue:41669|issue:44908", "issue:31795|issue:33453", + "issue:41669|issue:44908", "issue:44315|issue:44829", "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44655|issue:44861" + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492" ], - "prepared_review_unit_hash": "18a727ea631ef2dbfd8c3fd0e803d67f116edc5b6bb24d13cc6e46bf93c4c7ab", + "prepared_review_unit_hash": "d65824aac04154979f0660f27d2a162a964b7f0fc2d7cd8cfad037d601d8b1ec", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38768, - "estimated_input_tokens": 9692, - "estimated_eval_tokens": 19640 + "soft_pair_count": 41, + "serialized_chars": 39340, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. 44273 is the broad lazy-loading/import regression issue, but 45003 looks like a separate modeling_utils/sys.modules bug rather than a confirmed root cause, so the soft edge should be rejected.", - "confidence": 0.59, - "canonical_issue_reason": "44273 is the broad user-facing lazy-loading/import regression; 45003 appears to be a separate sys.modules access bug, not a proven root cause of the same issue.", + "summary": "These items are mostly unrelated issue reports that only share broad v5-regression or model-loading themes; the soft pairs are superficially similar but not the same underlying bug/change.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report here ('Since 5.0 version it breaks too many models'), so it best serves as a cluster anchor even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "44273 is the best representative issue because it captures the widest shared symptom class in this cluster, while the others are narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:45850 is the most globally representative of the repeated 'v5 broke many things' pattern across the set, making it the least-bad single issue to anchor the group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading/import machinery and a TensorFlow backend error are different failure modes." - }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "They share broad import-related themes, but the evidence does not show the same underlying bug; 45003 should not be treated as the root cause of 44273." + "reason": "Both touch import/lazy-loading behavior, but 44273 is about lazy loading generally while 45003 is about unsafe sys.modules access in modeling_utils; different bugs." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL symptoms: 2D bbox output errors vs an infinite loop on a specific image." + "reason": "Same model family, but one is Qwen3-VL 2D bbox hallucination/error and the other is a Qwen3_5 infinite loop on a specific image; not the same failure." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different model families and different code paths: Qwen3-VL-Moe support vs Qwen3.5 MoE tensor-parallel metadata." + "reason": "Both involve Qwen3.5-MoE, but 44038 is a generic bug report while 45125 is specifically missing _tp_plan for tensor parallelism." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "A multimodal Qwen error is not the same as a PretrainedConfig type-checking regression." + "reason": "Different models and different topics: fp8 inference support for Qwen3-VL/Qwen3.5 MoE versus a DeepSeek weight-conversion question." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to a DeepSeek-v4 weight conversion-script request." + "reason": "One is a Qwen3-VL bounding-box output problem; the other is a v5 PretrainedConfig type-checking regression." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are version-related, but they affect different paths: env command behavior vs checkpoint reload." + "reason": "Both are v5-related breakages, but one is the 'transformers env' command and the other is checkpoint reload compatibility; separate code paths." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "A docstring issue about position_ids is unrelated to the placeholder bug report." + "reason": "A docstring issue for position_ids is unrelated to an issue titled 'racoon'; no clear shared bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different bugs." + "reason": "Both mention import/runtime behavior around v5, but one is about import * slowdowns and the other is missing GenerationMixin cache during chunked_prefill; not the same fix." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific missing pad_token_id attribute is not the same as a broad 'many models break' report." + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a vague umbrella complaint about many models breaking." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 compatibility, but one is checkpoint reload and the other is remote-code meta initialization." + "reason": "Both concern v5 compatibility, but one is generic checkpoint reload failure and the other is remote-code InternVL2 meta-initialization incompatibility; different root causes." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A concrete Qwen3.5-35B chat crash is not the same as a generic broad breakage complaint." + "reason": "Qwen3.5-35B chat crashing is a model-specific runtime issue, not the same underlying problem as the broad v5 breakage umbrella." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A StableLmConfig pad_token_id/pad_token_idx regression is a specific model-config bug, not the same as a broad umbrella issue." + "reason": "StableLmConfig missing pad_token_idx after v5 update is a specific config regression, not the same as the generic 'many models break' report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test missing set_seed() is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "One is missing set_seed() in SamHQ integration tests; the other is inverse_sqrt scheduler ignoring lr_scheduler_kwargs. Different subsystems and symptoms." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Passing kwargs to cached_file and scheduler timescale handling are separate code paths." + "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both involve import/lazy-loading themes, but the evidence only supports a loose similarity, not the same underlying bug." + "reason": "Import-time slowness and lazy loading problems are related broadly, but these describe different issues with different likely fixes." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "sam3_tracker model-type warnings and Liger Kernel application under model_init are unrelated." + "reason": "Python version support regression is unrelated to a Qwen3-VL bbox output bug." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + "reason": "sam3_video vs sam3_tracker config mismatch is separate from Liger Kernel not being applied with model_init." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support gating for NemotronH is unrelated to a Qwen3-VL output error." + "reason": "Flash Attention 2 unsupported for NemotronH is a backend-support issue, not the same as Qwen3-VL hallucination/error behavior." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Environment command breakage and inverse_sqrt scheduler kwargs are different regressions." + "reason": "The env-command breakage and inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." + "reason": "tokenizer_class mismatch on save_pretrained is a concrete tokenizer serialization bug; 'Bug report' is too vague to match it." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to the generic placeholder issue." + "reason": "position_ids buffer access is a specific tensor/buffer bug, not the same as the generic placeholder report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is not the same as PretrainedConfig type checking." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths and symptoms." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star removal and a HybridCache import failure are different bugs." + "reason": "Import * slowdown and missing HybridCache import are both import-related, but not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup and a bug in testing_utils.py are unrelated." + "reason": "Import slowdown and a little testing_utils bug are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing generation cache and a cache-strategy typo are not the same bug." + "reason": "Chunked_prefill cache regression is not the same as a typo in cache strategies." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "A concrete upgrade-to-5.5.0 import-error cluster is not the same as a vague broad breakage report." + "reason": "Many import errors after upgrading is a broad upgrade-regression report, but it is still distinct from the generic 'too many models break' complaint." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing get_number_of_image_patches in GLM46V is a specific multimodal API bug, not a general version-breakage complaint." + "reason": "Missing get_number_of_image_patches in GLM46V is a specific multimodal token-counting bug, not the broad v5 breakage umbrella." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL hallucination/error in bbox output is different from Qwen3.5 MoE from_pretrained failures." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "An optional post_init policy issue is unrelated to _get_tied_weight_keys crashing on a list." + "reason": "Both are Qwen-related, but one is Qwen3-VL bbox hallucination and the other is Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs handling." + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Import-star cleanup and a cache-strategy typo are unrelated." + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on a list." }, { "left": "issue:41669", - "right": "issue:44908", + "right": "issue:44492", "accept": false, - "reason": "Import-star cleanup and scheduler kwargs are unrelated." + "reason": "Import * performance issue and cache-strategy typo are not the same underlying bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Doc confusion about model.forward inputs is unrelated to tokenizer loading regression." + "reason": "One is documentation confusion for model.forward args; the other is tokenizer loading regression. Shared NLP tooling context only, not same issue." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Model import-time slowdown and scheduler kwargs handling are different problems." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different issues." + "reason": "Liger Kernel not applied with model_init is a model-construction issue; flash_attention_3 causing degenerate training is a separate training/back-end bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken transformers env command and lazy loading malfunction are different user-facing regressions." + "reason": "The env command breakage and lazy loading failure are both v5-era regressions, but they are not the same concrete bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer ReLU omission is unrelated to Gemma-4 audio positional encoding." + "reason": "A DSA indexer lacking ReLU is unrelated to Gemma-4 audio relative positional encoding." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list are different save-path issues." + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list input are separate features/bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report versus a specific Qwen3.5 Moe from_pretrained error; no matching underlying bug is evident." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs handling are different subsystems and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-removal docs cleanup and cache-strategy typo are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly cautious, but it overstates one soft edge: issue:44273 vs issue:45003. The packet only supports a loose thematic similarity (lazy loading / import internals) and the pair is explicitly marked deterministic_accept=false; calling 45003 a likely root cause of 44273 is stronger than the evidence. Since soft-edge verdicts need to stay conservative, this should be rejected." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -15278,7 +15275,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-410", + "cluster_id": "cluster-10000-411", "nodes": [ "issue:30333", "issue:31515", @@ -15302,27 +15299,20 @@ "issue:44230", "issue:44261", "issue:44263", - "issue:44273", "issue:44315", "issue:44360", "issue:44485", - "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", "issue:45092", - "issue:45230", "issue:45290", "issue:45310", "issue:45468", - "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:44492|issue:45850", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", @@ -15332,8 +15322,8 @@ "issue:44485|issue:45468", "issue:43704|issue:44485", "issue:43298|issue:46095", - "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", @@ -15357,244 +15347,232 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "d618948ae678f21d767b314b3cce5605c28e3bd3403ca9549537e4a145205f54", + "prepared_review_unit_hash": "efeef9fe0ec785cae016e406f595c9e8fb4c2c0e0831f37b8df4db2150ae201d", "component_budget": { - "node_count": 410, - "item_count": 410, + "node_count": 411, + "item_count": 411, "soft_pair_count": 1534, - "serialized_chars": 791439, - "estimated_input_tokens": 197860, - "estimated_eval_tokens": 395976 + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 }, "budget": { - "node_count": 38, - "item_count": 38, - "soft_pair_count": 36, - "serialized_chars": 32173, - "estimated_input_tokens": 8044, - "estimated_eval_tokens": 16344 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 33, + "serialized_chars": 29167, + "estimated_input_tokens": 7292, + "estimated_eval_tokens": 14840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous, but many items orbit Transformers v5 regression/compatibility complaints, especially tokenizer/model-loading breakages. No PRs are present. I chose the broadest regression report as the best representative, though most pairs are not true duplicates.", - "confidence": 0.46, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, even though the cluster contains many unrelated specifics.", + "summary": "The cluster is heterogeneous and the soft pairs are mostly lexical false positives. The issues span unrelated bugs in model loading, tokenizer behavior, configs, schedulers, and assorted model-specific features; no PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "No single underlying bug clearly spans the whole cluster, but issue 43519 is the cleanest concrete runtime bug report and the best anchor among these mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most suitable cluster representative because it is broad, regression-oriented, and overlaps thematically with several v5-related loading/tokenizer complaints.", + "best_issue_reason": "Issue 43519 is a specific, reproducible bug report with a clear affected component, unlike several more meta or vague titles in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "One is a generic placeholder bug report; the other is a specific Qwen3.5 MoE from_pretrained failure. Not enough evidence they are the same bug." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are unrelated code paths." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A cache-strategy typo is not the same underlying problem as broad v5 model breakage." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model components and symptoms: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Different model-specific problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + "reason": "Unrelated subsystems: processor timestamp logic vs inverse_sqrt scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as VRAM leakage in multithreaded inference." + "reason": "Import-star cleanup/performance issue is unrelated to a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to a concrete model-loading regression." + "reason": "Documentation confusion about forward args is not the same bug as a Llama 3.2 model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Doc clarification and an ImportError in flash-attention utils are different issues." + "reason": "Doc clarity issue vs an ImportError in flash attention utils are different problems." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both mention initialization, but one is about Liger kernel application and the other about remote-code/meta-initialization incompatibility; different fixes." + "reason": "Both involve model initialization, but one is Liger Kernel application with model_init and the other is meta-init incompatibility for old remote-code checkpoints." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different implementation bugs." + "reason": "Different model components: GLM-5 RoPE vs Gemma-4 audio relative positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in threaded use and RoPE implementation are unrelated." + "reason": "A multi-threaded VRAM leak is unrelated to a RoPE implementation bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Missing audio support in continuous batching and a weight-conversion-script question are not the same change." + "reason": "Continuous batching for audio models and a DeepSeekV4 weight-conversion script are unrelated requests/issues." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 API guidance and VRAM leakage are different concerns." + "reason": "Local-files-only network requests and timestamp calculation are different code paths and bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." + "reason": "Processor timestamp math does not match missing files in processor.save_pretrained()." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and multithreaded VRAM leakage do not share the same code path." + "reason": "Timestamp calculation bug vs VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "DSA indexer torch.split behavior is unrelated to Gemma4 audio positional encoding." + "reason": "torch.split return-value handling in a DSA indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode from audio positional encoding." + "reason": "CPU offload device mismatch is a different failure mode from Gemma-4 audio encoding logic." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same underlying bug as Gemma4 audio encoding." + "reason": "Missing rms_norm_eps precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related v5 complaints, but one is a broad behavior difference and the other is a decoder-type bug; too little evidence they share one concrete fix." + "reason": "Both mention tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated non-technical issue are not duplicates." + "reason": "Scheduler kwarg handling is unrelated to the unrelated placeholder issue titled \"Unemployment\"." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key handling and chat-template crashes are different utility bugs." + "reason": "A tied-weights key AttributeError is not the same bug as chat templating crashing on tool-call messages." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weights key handling." + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on a list." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leakage and an unrelated non-technical issue are not duplicates." + "reason": "VRAM leak bug vs unrelated placeholder issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/performance and an unrelated non-technical issue are not duplicates." + "reason": "Import-star cleanup/performance work is unrelated to the placeholder issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weights key crash are unrelated." + "reason": "StableLmConfig missing pad_token_idx is a config regression, not a tied-weights traversal crash." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder-type regression and an unrelated non-technical issue are not duplicates." + "reason": "Wrong tokenizer decoder type is unrelated to the placeholder issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different bugs." + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained file omission." + "reason": "FP8 support for Qwen3-VL is unrelated to processor.save_pretrained() missing files." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "Missing ReLU in DSA indexer and an unrelated non-technical issue are not duplicates." + "reason": "DSA indexer lacking ReLU is unrelated to the placeholder issue." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting after failed training and slow from_pretrained checkpoint loading are unrelated." + "reason": "MLFlow not reporting failed jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor-parallel training bug are different code paths." + "reason": "Checkpoint-loading slowdown and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "From_pretrained performance regression and documentation confusion are not the same issue." + "reason": "Slow checkpoint loading is not the same as confusing forward documentation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and a from_pretrained load error are related to the same model family but not the same concrete bug." + "reason": "Both mention Qwen/MOE loading, but they are different model variants and distinct failures." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained loading and a tokenizer-loading regression are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching lacking audio support and Qwen3-VL/Qwen3.5 MoE FP8 support are distinct feature/bug reports." + "reason": "Audio-model continuous batching support and Qwen3-VL fp8 support are unrelated features." } ] }, @@ -15613,8 +15591,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15626,12 +15604,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7f6a67aa1ca6adbc0edf86a1ab96017269c143cd65659e7cfa5288f136be94bb", + "prepared_review_unit_hash": "4a4b8c4849fc8d9777e12e2cf97e9afdff5c3146a070fa959118c168c9cb48bb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15639,7 +15617,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15648,24 +15626,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two model-loading issues are loosely related at the subsystem level; the Tapas tokenization issue is unrelated. The available titles do not support true duplicate status for either soft pair.", - "confidence": 0.81, - "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining issues ('Can't load the model for bert-base-uncased'), so it is the best candidate to represent the model-loading side of the cluster, even though it is not a confirmed duplicate of the auth-related issue.", + "summary": "These three issues are not true duplicates: one is about Tapas tokenization parity, one is about a private-model login/download error, and one is about failing to load bert-base-uncased. The soft similarity is superficial and centers on model/tokenizer loading, but the underlying bugs differ.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate issue exists; the reports describe different failures in different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "As an issue representative, issue:16618 is the most general user-visible failure and most likely to anchor discussion, but the cluster still appears to contain at least one unrelated report.", + "best_issue_reason": "Issue 16618 is the most concrete and broadly user-facing loading failure, but it still does not represent the others as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different products/problems: Tapas tokenization vs. model loading for bert-base-uncased. They do not look like the same underlying bug." + "reason": "Tapas tokenization mismatch vs. failing to load bert-base-uncased are different problems with different affected code paths." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/load failures, but one is specifically a private-model login/error-message issue while the other is a generic inability to load a public model; not enough evidence that they are the same bug." + "reason": "Private-model login/download error messaging is unrelated to a general model-loading failure for bert-base-uncased." } ] }, @@ -15684,8 +15662,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15695,7 +15673,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "22b69d2b1b2df1131c18a278e5b5dc2ca321781a2185f11dcdd9a93c8d37f6d0", + "prepared_review_unit_hash": "7865280576f3d909d94c984747b2aa6aeffe9612c5c461e399d13bde0d3cd8f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -15717,18 +15695,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different requested features: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They are not duplicates and should not be clustered as the same underlying request.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one is a request for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share only a generic wording pattern and target different model/runtime formats and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are about different features with different implementation areas (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single best issue for the cluster; these should stay separate because they do not describe the same underlying change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests and code paths; one targets Flash Attention 2 architecture support, the other targets GGUF support. They are not the same underlying bug/change." + "reason": "Different feature requests with different technical targets; not the same bug or change." } ] }, @@ -15747,8 +15725,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15770,12 +15748,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "0d6e10c8deeaef48aa9d40d70e5b739aa3a9c4bdfb11ecd1d681c0916c1b623e", + "prepared_review_unit_hash": "06d2893be618954f187b7004e99e08fb336ec2106d6c71f97195b9ef9ae2b06d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6442, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15783,7 +15761,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6443, + "serialized_chars": 6442, "estimated_input_tokens": 1611, "estimated_eval_tokens": 3478 }, @@ -15792,82 +15770,79 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not one true duplicate set. Three issues are near-identical generic template requests for translating docs to , and those look like duplicates of each other. The Turkish and Spanish issues are separate language-specific requests and should not be merged with the generic template group or with each other.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template translation issues and is the best representative of that duplicate subgroup.", + "summary": "These are i18n documentation translation issues. The Turkish and Spanish issues are clearly separate language tasks, and the three generic placeholder issues are only textually similar; none are safe duplicate merges from the available evidence.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the most central/representative placeholder-style i18n translation issue; the others look like separate language-specific instances or near-duplicate templates rather than one concrete task.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative for the duplicate subgroup because it is the earliest and effectively identical to issue:44365 and issue:44370; the Turkish and Spanish issues are distinct requests.", + "best_issue_reason": "issue:43834 is the best single issue to represent the cluster because it matches the shared i18n translation template most closely and is the earliest of the highly similar placeholder issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; this is Turkish vs a generic placeholder translation request, so they are not the same underlying issue." + "reason": "Both are doc-translation issues, but nothing shows they target the same language or same concrete change; this looks like related theme, not a duplicate." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target languages; Turkish does not duplicate the generic placeholder request." + "reason": "Same broad i18n translation area, but Turkish vs. generic placeholder makes this look like separate translation tasks." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different target languages and different concrete request; do not collapse Turkish into the generic placeholder issue." + "reason": "The similarity is likely from the shared translation template; no evidence they are the same language-specific issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish are separate translation requests, not the same issue." + "reason": "Turkish and Spanish translation requests are distinct underlying tasks, so they should not be merged." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Different target languages; Spanish is not a duplicate of the generic placeholder request." + "reason": "Spanish translation work is separate from the generic placeholder issue; similarity is too broad to call duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target languages; Spanish is distinct from the generic placeholder translation issue." + "reason": "Both are translation issues, but there is no evidence of the same target language or same concrete docs change." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different target languages; Spanish and the generic placeholder request are not the same underlying issue." + "reason": "Different language-specific translation task versus generic template-style issue; not the same underlying bug/change." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "These look like the same generic translation issue with nearly identical wording and no distinguishing language-specific details." + "accept": false, + "reason": "Very high textual similarity appears template-driven, but there is no concrete evidence these are the same translation task." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Near-identical generic template issue; same request, just a duplicate opening." + "accept": false, + "reason": "Near-identical placeholder titles alone are not enough to merge; the underlying language/task is not demonstrated to be the same." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Effectively identical placeholder translation issues; same underlying request." + "accept": false, + "reason": "These look like separate instances of the same translation template, not proven duplicates of one concrete issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Turkish and Spanish issues are clearly language-specific by title, while 43834/44365/44370 are near-identical generic template issues. The duplicate claims among the generic-template trio are conservative enough given the titles and high similarity scores. No overreach stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15879,8 +15854,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15937,244 +15912,244 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "d5b9a4e2686f1431c8705b2af41063fd7131afb3d49e186bf961ff8cae5bf9c5", + "prepared_review_unit_hash": "c24b19e9ff19afc34cef3ea98891b488a02f070164865767ac838b0ab9d5a862", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20703, - "estimated_input_tokens": 5176, - "estimated_eval_tokens": 10608 + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20703, - "estimated_input_tokens": 5176, - "estimated_eval_tokens": 10608 + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose theme of model-add/support requests, not true duplicates. The items span unrelated model families and modalities (BERT variants, detection, audio TTS/ASR, OCR, sparse transformers), so the shared wording is superficial.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are mostly independent model-support requests, not duplicates: they share a broad theme ('add model X') but target different architectures, modalities, and code paths.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative issue must be chosen, issue 43671 is the strongest anchor because it is a substantive, well-discussed request; however, the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the most central representative of the repeated 'add model support' pattern, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", + "best_issue_reason": "Issue 43671 is the best overall representative by activity and specificity, but it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but EuroBert and DEIMv2 are unrelated models and likely different code paths." + "reason": "EuroBert config support and DEIMv2 are different models with different implementation needs." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are different model families and different functionality." + "reason": "EuroBert config support is unrelated to Qwen3-TTS; different model family and modality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated models; this is only a broad 'add model' similarity." + "reason": "EuroBert and RF-DETR are distinct model additions with no shared concrete code path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models with no evidence of the same underlying fix." + "reason": "RF-DETR and DEIMv2 are separate detection models; not the same requested change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are different tasks and code paths." + "reason": "RF-DETR vision detection support is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "A detection model request and a sparse-transformer request are not the same underlying change." + "reason": "RF-DETR and the weight-sparse transformer request target different architectures and code." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated models; same broad support theme only." + "reason": "RF-DETR and Qwen3-ASR are different model types and different support paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model families and different implementation work." + "reason": "RF-DETR and Qwen3-TTS are different model families; not mergeable as one PR." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions with different behavior and integration points." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are distinct architectures, not one concrete bug/change." + "reason": "NeoBERT support and the weight-sparse transformer request are different underlying changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and an audio model request are clearly different artifacts." + "reason": "NeoBERT and LFM2.5 Audio are different modalities and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests; no shared underlying defect." + "reason": "RF-DETR and NeoBERT are distinct models with no duplicate evidence beyond broad similarity." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different model-specific integrations." + "reason": "NeoBERT and ModernVBERT are different model additions, not the same bug or change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse-transformer request are distinct model/architecture additions." + "reason": "MiniCPM3 architecture support is not the same as adding the weight-sparse transformer model." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model-specific changes, not one mergeable PR/issue." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model families and modalities." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are different changes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; only the generic support wording overlaps." + "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model families and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and 'BERT-like models with RoPE' are related only at a high level, not the same concrete change." + "reason": "ModernVBERT and 'BERT-like models with RoPE' are not the same underlying change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A broad RoPE-related BERT proposal and Voxtral TTS support are different changes." + "reason": "A generic RoPE/BERT-family request is unrelated to Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling modalities, but they are separate model integrations and not one underlying fix." + "reason": "Qwen3-TTS and Qwen3-ASR are related by branding but require different model heads/code paths; not one PR." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different speech models and would not plausibly merge into one PR." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different integration work." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-TTS support is not the same as adding the weight-sparse transformer architecture." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate TTS models with different code changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "TTS support and a sparse-transformer model request are unrelated changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and request scopes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR and EUPE are unrelated models; not the same bug or feature." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model integrations." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model support requests." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation details." + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE are not the same underlying model change." + "reason": "OpenAI weight-sparse transformer and EUPE are different architectures and change sets." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse-transformer request are unrelated model integrations." + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + "reason": "NeoBERT and Voxtral TTS are different model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and should not be merged as duplicates." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." } ] }, @@ -16217,7 +16192,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "1bcb1b754d26fdcb73a611cdd038887ff763a7d5020b32f904653f31559e4d42", + "prepared_review_unit_hash": "83ba1296f0850367c83da7de8dc2a5422f6eee360f72582c45b8332670e90da4", "component_budget": { "node_count": 7, "item_count": 7, @@ -16239,66 +16214,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set does not look like a true duplicate cluster: the issues span unrelated models, configs, tokenizer warnings, and a typo. I\u2019d anchor on #42936 only as the most substantive issue, not because it duplicates the others.", - "confidence": 0.89, - "canonical_issue_reason": "#42936 is the most developed and discussion-heavy report, with a concrete, reproducible bug description; the other issues are unrelated enough that no real canonical duplicate emerges.", + "summary": "This cluster is a set of unrelated bug reports across different models and subsystems; the soft similarity signals are not strong enough to indicate duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the reports cover different code paths (normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typos, and gating logic) rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "#42936 is the strongest standalone issue in the group: it is concrete, actionable, and has the most discussion. It is still not actually duplicate-similar to the others.", + "best_issue_reason": "issue:43240 is the most generally actionable functional bug in the set, but it still does not represent the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but one is a model-design question and the other is a config type-hint issue for a different model; not the same bug." + "reason": "Different subsystems and bug types: Llama4 normalization behavior vs ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different failures: Mask2Former ignore_value usage vs. kwargs not being forwarded to a loss function. Similar loss-related area, but not the same code-path problem." + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct code paths with different symptoms." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former loss behavior and DeepSeek-V4 expert gating are unrelated model bugs." + "reason": "Mask2Former loss parameter usage and DeepSeek-V4 shared-expert gating are unrelated model bugs." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A model-specific ignore_value bug is unrelated to tokenizer regex warning behavior." + "reason": "One is a model-specific loss bug; the other is a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "This is a typo in a quantization attribute name, not the same as a Mask2Former loss/ignore-value bug." + "reason": "Ignore_value not being used and a quantization attribute typo are unrelated issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and different defect types: unused ignore_value vs incorrect type hint." + "reason": "Model loss behavior vs config annotation/type-hint correctness; no shared underlying defect." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-kwargs forwarding bug and ModernBERT config typing issue are unrelated." + "reason": "Loss kwargs not being forwarded is a runtime bug; incorrect norm_eps typing is a separate configuration issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint bug in one config class is not the same as tokenizer regex warnings across models." + "reason": "ModernBERT config typing and tokenizer regex warnings affect different components and failure modes." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a typo in a quantization attribute are different, unrelated issues." + "reason": "A config type hint bug and a typo in a quantization attribute do not describe the same problem." } ] }, @@ -16317,8 +16292,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16328,7 +16303,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "423c4c103819ef728e836ffa491b43c9b78e413f2629bc38af759475125a5e38", + "prepared_review_unit_hash": "2a74f832c25840253c615d59af4a98b539a2b83026b78421bbc80513686674b8", "component_budget": { "node_count": 2, "item_count": 2, @@ -16350,18 +16325,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not describe the same problem: one is a vague request about block decoding, while the other is a model-specific support request for DeepSeek v3.2.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43037 is the better representative issue because it names a concrete target (DeepSeek v3.2) and likely maps to a specific feature request, whereas #41084 is too broad and ambiguous.", + "summary": "These two issues do not look like duplicates: one is about block decoding, the other is a DeepSeek v3.2 support request. They target different underlying problems and there is no clear shared implementation path.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the strongest issue in this pair for triage and tracking because it is specific and actionable; #41084 lacks enough detail to serve as a clear canonical reference.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and apparent intents are unrelated: block decoding vs. DeepSeek v3.2 support. No evidence they refer to the same underlying bug or change." + "reason": "Different topics and likely different workstreams: block decoding vs model support. The titles and available metadata do not indicate the same underlying bug or feature." } ] }, @@ -16380,8 +16355,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16391,7 +16366,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5863a8ab9e6ba87b4e827df3d13434c3fea301d347499c6eb8f98ea360c2780c", + "prepared_review_unit_hash": "9d21d97911c0661833e4323bda1b677b000f13ec028390eaa8cfb4caf92b8292", "component_budget": { "node_count": 2, "item_count": 2, @@ -16413,18 +16388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to custom trainers but describe different problems: one is about `remove_unused_column` behavior and trainer customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43598 is the broader and more representative Trainer customizability request; it is more central to the cluster theme than the FLOPS-estimation-specific issue.", + "summary": "These two issues are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation with custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43598 is the better canonical representative because it centers on Trainer customizability, which is the broader underlying theme of the pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best issue to represent the cluster because it targets a concrete Trainer customization behavior rather than a narrower accounting concern.", + "best_issue_reason": "#43598 is the best issue to keep as the cluster representative since it is the more general Trainer customization concern; #43600 is a separate FLOPS-estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They touch the same general Trainer customization area, but the underlying problems differ: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. Different code paths and fixes." + "reason": "They share a broad Trainer customization context, but the concrete topics differ: `remove_unused_column` behavior versus FLOPS counting for custom trainers. Not the same underlying bug." } ] }, @@ -16443,8 +16418,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16454,7 +16429,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a78cc3ce4e6872c6377de3b8aac116859c953bc03797487d8d1865c9276e90ee", + "prepared_review_unit_hash": "a84c9519cbb668c8ba721885b2e661a4e5c60206161b401659f0262a003751fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -16476,18 +16451,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad level (both ask for Hugging Face auto-class support for Qwen variants), but they target different model families and different auto tasks, so they are not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43684 is the broader auto-model registration request and is the better anchor for this cluster, but it should not be treated as the same underlying problem as 44405.", + "summary": "These are related only at a very high level (Qwen/AutoModel support), but they request different capabilities for different model/config families, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader umbrella request: add Qwen3-Omni registration to AutoModel and AutoModelForConditionalGeneration. It better represents the cluster theme than the narrower sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative issue because it concerns a more general registration gap across AutoModel/AutoModelForConditionalGeneration, while 44405 is a separate, task-specific sequence-classification request.", + "best_issue_reason": "#43684 is the best representative because it targets a core auto-model registration gap rather than a specific downstream head for a different config family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43684", - "right": "issue:44405", + "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", + "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto-model/conditional-generation registration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and tasks, so they should not be merged as duplicates." + "reason": "Different model families and different API surfaces: one is registration for Qwen3-Omni generative auto classes, the other is sequence-classification support for Qwen3.5. They are not the same underlying bug or change." } ] }, @@ -16506,8 +16481,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16524,76 +16499,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "03262450dccb701f605020c20d4f532d09e28658fe5c94a1ec130bfdcf631d2e", + "prepared_review_unit_hash": "ebef4ad00b083658c8271d2bce1037724dd2f53a420c6d94175aa2d017b221b4", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact title 'huggingface' and were opened close together, making them likely duplicates; 'Fett' looks unrelated and should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports and best represents that duplicate set; 43835 has a different title and appears unrelated.", + "summary": "Three issues titled 'huggingface' form a clear duplicate cluster; issue 43835 ('Fett') looks unrelated. The earliest huggingface report, 43845, is the best canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface' issues and has strong duplicate evidence with 43846 and 43859.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the cleanest cluster representative because it is one of the repeated identical-title issues and is the earliest among them; 43859 has a bit more discussion but less body content.", + "best_issue_reason": "43845 is the cleanest cluster representative: it matches the other two huggingface issues closely, while 43835 does not appear to share the same topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface') and no shared target/body evidence suggest unrelated issues." + "reason": "Different titles and no concrete evidence beyond generic similarity; likely unrelated." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying problem." + "reason": "Different titles and no concrete evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "'Fett' does not match the repeated 'huggingface' reports, so this looks like a separate issue." + "reason": "Different titles and no concrete evidence of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title, same topic, and nearly simultaneous creation strongly indicate a duplicate report." + "reason": "Near-identical title/body pattern ('huggingface') and high textual overlap indicate the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and close timestamps make these very likely duplicates of the same issue." + "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title and close creation window point to the same underlying report." + "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: 43845/43846/43859 share the same title and are temporally close enough to plausibly form a duplicate set, while 43835 has a different title and no other evidence tying it in. The chosen canonical representative (43845) is the earliest of the repeated 'huggingface' issues." + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all share the same title and have much higher soft-similarity scores than the 43835 pairings, while 43835\u2019s different title and much lower similarity support treating it as separate. The choice of 43845 as canonical is also supported by its earliest created_at among the huggingface issues. The verdicts stay appropriately cautious given the evidence available." }, "evaluator_used": true, "retried": false, @@ -16609,8 +16584,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16631,88 +16606,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "5156294e794132c89f28b07323568f6d2c3658806c6d2532db2dc1482e84fb24", + "prepared_review_unit_hash": "3d302461c4657506de64c652ee17a83edfefd204a1485a0e19eb2ebc0ffdaead", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates look like unrelated low-signal spam/off-topic issues rather than duplicates of one concrete bug or request. No pair should be merged in the cluster.", - "confidence": 0.98, - "canonical_issue_reason": "No issue stands out as a real canonical report; the set is dominated by spam/off-topic placeholders with no actionable description.", + "summary": "These are all low-information, likely spam/template issues with no concrete bug report or change request, so no true duplicate cluster can be established.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44418 is the least spam-like and the only item with a vaguely descriptive title, so it is the closest representative, though still far too generic to be a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "None of these issues provides a meaningful problem statement or durable target for deduplication, so there is no good global best issue.", + "best_issue_reason": "issue:44418 is the most representative by process of elimination, but it still lacks actionable detail and does not clearly describe a unique underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders with no concrete shared bug or request; same superficial label only." + "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders; no evidence they describe the same underlying issue." + "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; not the same actionable problem." + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no concrete shared issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. off-topic company mention; no shared bug/change target." + "reason": "Different generic/placeholder titles with no actionable overlap or same bug described." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement does not match a spam placeholder as the same issue." + "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation enhancement and spam are unrelated." + "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete bug or request to confirm they are the same underlying report." + "reason": "Identical spam placeholder titles are not enough to establish the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated off-topic title; not a duplicate." + "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated off-topic title; no same underlying issue." + "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." } ] }, @@ -16731,8 +16706,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16742,7 +16717,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "237877c796572e50ec158931a7c68160c01dbcd50f206710541d5a3bc8aedee1", + "prepared_review_unit_hash": "271a91af493a6460b15066097527989343ac8ba80bf4f90169578c4a6fa08424", "component_budget": { "node_count": 2, "item_count": 2, @@ -16764,24 +16739,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues share the same title and very similar body text, so they are likely duplicate reports of the same energy-optimization proposal.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, while #45151 adds no distinguishing information.", + "summary": "These two closed issues are strong duplicate candidates: they share an identical title and have soft-similarity evidence, but the packet does not expose the bodies, so the evidence supports clustering rather than a claim of near-exact duplication.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative for the issue cluster due to earliest creation time and slightly more linkage activity.", + "best_issue_reason": "Issue #45145 is the best issue representative for the cluster for the same reasons: earlier creation and slightly more linkage/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Likely duplicate / probably the same issue: the titles match exactly and the bodies are highly similar, but the evidence is only soft_similarity, so this is a cautious accept rather than a strong one." + "reason": "Identical titles plus soft-similarity evidence make these strong duplicate candidates; while the body text is not visible here, they likely track the same underlying request." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports a likely duplicate relationship, but the soft-edge verdict is a bit too strong for the evidence provided. Here the only pair evidence is `soft_similarity` with no deterministic accept, so the verdict should stay conservative (e.g. \"likely duplicate\" or \"probably the same issue\") rather than stating it as a strong indication. The canonical issue choice and earlier-creation rationale are grounded." + "feedback": "The pair looks plausibly related because the titles are identical and there is soft-similarity evidence, but the packet does not expose the bodies, so saying the issues are \"near-exact duplicates\" or that they have \"highly similar body\" overstates the evidence. A more conservative wording would be that they are strong duplicate candidates based on identical titles and soft similarity." }, "evaluator_used": true, "retried": true, @@ -16862,7 +16837,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "2ba7602c785333c840314e61a346d9a26ff5cc50d3f7b6dc56df93d5f1188c1a", + "prepared_review_unit_hash": "30584d64e5ffcb57300908acee4dffa0c63744462f9a42c4be7a718148e8e778", "component_budget": { "node_count": 2, "item_count": 2, @@ -16884,18 +16859,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip_modules regression that removes the default lm_head exclusion and triggers an AssertionError.", + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/NF4 torch.finfo TypeError, the other is a BitsAndBytesConfig llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #45674 is the broader, more generally actionable report about BitsAndBytesConfig behavior in 4-bit inference; #45672 is a specific Gemma4/audio-module crash with a different failure mode.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45674 is the better representative issue for the cluster because it describes a clearer configuration-level regression and is less model-specific than #45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: Gemma4 audio modules hit a uint8/torch.finfo TypeError, while BitsAndBytesConfig llm_int8_skip_modules changes lm_head exclusion handling and causes an AssertionError. Shared 4-bit context is too broad to treat as the same bug." + "reason": "Different underlying bugs and code paths: one crashes in Gemma4 audio modules due to uint8/NF4 torch.finfo handling, the other is an llm_int8_skip_modules / lm_head exclusion regression causing AssertionError. They are not the same fix." } ] }, @@ -16914,8 +16889,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16925,40 +16900,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "a8394b428735c9e783329c63a2139565f11b957698cd20f3680fd1721cfd8be5", + "prepared_review_unit_hash": "33825260da028828472a65e05bc9f1c3cbc0c878850beced77ef8136309dcb54", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look unrelated and appear to be standalone name/date entries rather than duplicate bug reports. There is no clear canonical duplicate pair here.", + "summary": "The two closed issues are just name/date strings with no body or technical content, and they do not describe the same bug or change. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate; both are sparse, unrelated, and not obviously part of the same underlying report.", + "best_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated, so there is no good issue to designate as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles reference different people and different dates, with no shared issue content or concrete underlying bug/change." + "reason": "These are unrelated placeholder-like issues containing different personal names and dates, with no shared technical problem or underlying change." } ] }, @@ -16977,8 +16952,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16988,40 +16963,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "f1fe72dfe55770f793b35d1e21d0613313ff5255af477cf17d119f1bfaab41be", + "prepared_review_unit_hash": "3533060fcb59fa9040d5b55527639444017236fd3b60c6700bfb2b8f2c759427", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "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 closed issues appear unrelated: both are empty, title-only items with different personal-name/date strings and no shared evidence of a duplicate relationship.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue exists here because the items do not look like duplicate reports of the same problem; they have different titles and no body or linkage evidence.", + "summary": "The two closed issues are unrelated name-only entries with no body, links, or shared technical context; they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has enough technical detail to justify canonical status; if forced, issue 45764 is only marginally preferable by ordering, not content.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, 45764 is only marginally cleaner, but neither issue is a good cluster representative because the pair does not appear to describe the same underlying bug or request.", + "best_issue_reason": "No strong issue candidate exists because both issues lack any actionable description or evidence of a distinct problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different title content with no body, filenames, targets, or references tying them to the same underlying issue; this looks unrelated rather than duplicate." + "reason": "Only similarity is the person-name-like title format; there is no shared problem statement, code path, or explicit linkage indicating duplicate intent." } ] }, @@ -17040,8 +17015,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17061,88 +17036,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "0b838f156c852154e84638da6665d39f35460a44b0ea8a5f1b34588a5accc3b3", + "prepared_review_unit_hash": "029b903e1c93f66678a9698e0d92ce0715cc3727bf873ab4bef4569553816c6e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by the financial-data theme and should not be merged with the others.", - "confidence": 0.92, - "canonical_issue_reason": "45872 is the best canonical representative: it is the earlier of the exact duplicate pair 45872/45873 and has the most descriptive, project-specific title in the cluster.", + "summary": "The cluster appears to contain promotional/DataForge finance-related issues, but it actually splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is not the same underlying report.", + "confidence": 0.96, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest of that pair, making it the cleanest representative issue in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest standalone issue to keep because it clearly states the DataForge financial time-series + scraping-service use case and is duplicated verbatim by 45873.", + "best_issue_reason": "45870 is the best single issue representative because it is an exact duplicate pair member, earliest in its pair, and has the most straightforward duplicate relationship.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related topic only; one is a dataset/sample listing and the other is an example request. They do not look like the same underlying issue." + "reason": "Same broad DataForge finance theme, but the titles describe different artifacts: a dataset bundle vs an example issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; the dataset bundle request is not the same concrete issue as the DataForge example request." + "reason": "Related topic only; this is a dataset listing, not the same example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and same example request; these clearly refer to the same issue." + "reason": "Exact same title and identical body size; these look like duplicate issues for the same example." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same general financial/DataForge theme, but different concrete requests: an example vs a scraping-service integration." + "reason": "Both are finance/DataForge prompts, but they describe different concrete items: an example vs a scraping-service bundle." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same general financial/DataForge theme, but not the same underlying request as the scraping-service issue." + "reason": "Same broad subject, but not the same underlying issue; different title and apparent scope." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The example request and the scraping-service request are different enough that they should not be merged as duplicates." + "reason": "Different concrete issue content despite similar finance/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete requests despite overlapping domain keywords; not the same underlying issue." + "reason": "Same broad theme only; not the same underlying request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and same DataForge financial time-series + scraping-service request; clearly the same issue." + "reason": "Exact same title and identical body size; these are duplicate issues for the same change/request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only exact title duplicates are 45870/45871 and 45872/45873, and the conservative non-duplicate calls for 45869 and the cross-theme pairs are consistent with the available evidence. No soft-edge verdict overstates the evidence." + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are the two clear near-identical pairs, while 45869 is only topic-adjacent. The soft-edge verdicts stay conservative, and the representative issue choice is defensible as the earliest member of one duplicate pair." }, "evaluator_used": true, "retried": false, @@ -17202,172 +17177,178 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8d8b9254ca5de51faa645168084c5b0725f57e437c9adb98026097a7e9448f2c", + "prepared_review_unit_hash": "52dac8099c97ddfacffe36dca43f0ca71f6dc5ee20fa7118dee3d290d4564f4e", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38365, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38369, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38365, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs; the only true duplicate-style overlap is the pair of fixed_cross_entropy kwargs fixes (43251 and 43254), which target the same loss-function change.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs that only share broad Transformer infrastructure themes or weak text similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes (PRs 43251 and 43254), which both modify the same function for the same issue and are plausibly one merged change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR because it is the clearer, more explicit version of the shared cross-entropy fix: it targets issue #43240 and makes the concrete signature/body change in src/transformers/loss/loss_utils.py.", + "canonical_pr_reason": "PR 43251 is the better canonical PR for the only duplicate pair: it directly targets the linked issue 43240, edits the same function in the same file, and is slightly more complete/explicit about the intended cross-entropy kwargs behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the actual duplicate pair: it directly addresses the same cross_entropy kwargs support bug, has the explicit issue link, and is narrowly scoped.", + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, most scoped, and explicitly issue-linked version of the only genuine duplicate change; the other PRs are separate features, refactors, or fixes.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs executorch dynamic-shape export test; unrelated changes." + "reason": "Both touch model/export-related areas, but one adds VideoPrism and the other adds an Executorch dynamic-shape test for decoder-only LM export. They are unrelated changes, not the same underlying bug or feature." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API addition vs new MobileLLM model implementation; different code paths." + "reason": "Mistral tokenizer missing methods and adding MobileLLM are unrelated model support changes. No shared code-path bug or mergeable single fix." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method addition vs executorch export test; no shared underlying bug or change." + "reason": "Tokenizer API additions versus Executorch export tests are different subsystems and different problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness work across multimodal autos vs adding MobileLLM; not the same fix." + "reason": "Both are processor/model support work, but they target different models and different issues; no common concrete bug/change." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Cross-entropy kwargs support vs base_model_prefix conversion loading fixes; unrelated subsystems." + "reason": "Cross-entropy kwargs handling and conversion/base_model_prefix loading fixes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs adding MobileLLM; completely different artifacts." + "reason": "Loss utility kwargs support and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy API fix vs Mistral4 test/model changes; not the same underlying issue." + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are distinct changes with different code paths." }, { - "left": "pull_request:43424", + "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Executorch dynamic-shape test vs conversion loading prefix handling; unrelated." + "reason": "Different subsystems: loss function kwargs vs conversion/loading prefix handling." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export testing and MobileLLM model support are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 fixes; different model/code-path concerns." + "reason": "A test for dynamic export shapes is not the same bug/change as Mistral4 test fixes." }, { "left": "pull_request:43424", - "right": "pull_request:43823", + "right": "pull_request:46067", "accept": false, - "reason": "Executorch export test vs MobileLLM addition; no duplicate relationship." + "reason": "Export test coverage and base_model_prefix conversion/loading fixes do not describe the same underlying problem." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution ordering fix; unrelated changes." + "reason": "New MobileLLM model support and `cls.config` resolution ordering are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; different model work." + "reason": "MobileLLM addition and Falcon output-collection refactoring are different model-specific changes." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM addition vs conversion-loading prefix fix; not the same bug/change." + "reason": "Model addition versus loading/conversion prefix handling are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-collection refactor vs model-creation skill/docs; only loosely connected by tooling, not same change." + "reason": "Falcon standardized output collection and the model-creation skill are unrelated; one is code refactoring, the other is repo tooling/docs." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 tests; unrelated model-specific work." + "reason": "Falcon output-interface refactoring and Mistral4 test fixes affect different models and different behaviors." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes vs conversion-loading prefix handling; different issues." + "reason": "Mistral4 test fixes and base_model_prefix conversion/loading changes are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs layrnorm->layernorm rename/conversion mapping; not the same concrete bug." + "reason": "Mistral4 tests and the `layrnorm`\u2192`layernorm` renaming fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; unrelated." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are different features/fixes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config-resolution ordering fix; different code paths." + "reason": "Mistral4 test changes and `cls.config` resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill; shared tooling references are too broad to be a duplicate." + "reason": "A model test fix and the model-creation skill are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill; one is a model implementation, the other is a meta workflow/doc PR." + "reason": "MobileLLM model support and the model-creation skill are unrelated repository content." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy bug by adding supported kwargs to nn.functional.cross_entropy in src/transformers/loss/loss_utils.py; they could plausibly be merged into one PR." + "reason": "Both PRs modify `fixed_cross_entropy` in the same file for the same issue 43240, adding support for passing kwargs like `weight` and `label_smoothing`. They are clearly the same underlying fix 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 pair, 43251/43254, is well-supported by shared issue target 43240 and the same loss-utils change, and the other soft-edge rejections do not overstate similarity." + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly different models/features/subsystems based on titles, filenames, and diffs. The only accepted duplicate, PRs 43251 and 43254, is well supported because both touch `src/transformers/loss/loss_utils.py`, target the same issue 43240, and implement the same `fixed_cross_entropy` kwargs support. The other soft-edge rejections are conservative and do not overstate shared evidence." }, "evaluator_used": true, "retried": false, @@ -17394,7 +17375,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c9b1a8a5b0418d288265bb5cd5adae09dd6e9139727e32d849b582d64af5f92e", + "prepared_review_unit_hash": "ea40024b82b08e85daec46d51e7746eeabe41c669cc49cf2d673ed34dee4ec84", "component_budget": { "node_count": 2, "item_count": 2, @@ -17416,18 +17397,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice work, but they are not the same change: PR #40546 adds the core VibeVoice model and docs, while PR #42781 is a draft focused on a realtime variant plus acoustic tokenizer support. They overlap in shared package plumbing, but the underlying changes are different enough that they should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Both PRs target VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation updates. Shared filenames reflect the same model family, not a single concrete fix/change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical VibeVoice PR because it is the non-draft, broader base implementation of VibeVoice with docs and auto-class wiring, and it has substantial review activity.", + "canonical_pr_reason": "#42781 is the broader and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best representative PR for this cluster since it covers the primary VibeVoice model integration and appears more mature than the draft realtime follow-up.", + "best_pr_reason": "#42781 is the best representative of the cluster because it spans the larger VibeVoice integration scope and is more complete than the initial implementation PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice filenames mostly reflect common framework plumbing, but the scope differs: #40546 implements the base VibeVoice model, while #42781 adds a realtime-specific variant and acoustic tokenizer. They are not the same concrete change and would not plausibly be merged into one PR." + "reason": "They overlap on the VibeVoice package and Auto mappings, but #40546 is a base implementation while #42781 adds realtime support and a tokenizer/model variant; these are related but distinct PRs, not one concrete change." } ] }, @@ -17457,7 +17438,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "0f4db8cdf10389cd74f76d700276d27fca334e305ff9cc1584fe9562c0b5f90a", + "prepared_review_unit_hash": "5036a54ec4b15efc4d1020074c1eff81c5c289dd66803a53a9ddc5c14e9c5913", "component_budget": { "node_count": 2, "item_count": 2, @@ -17479,18 +17460,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They should not be deduplicated or clustered as the same change.", + "summary": "The two pull requests are unrelated feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same code path and should not be deduplicated.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; both are valid but distinct feature PRs in different model families.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different features: TimesFM forecasting with covariates vs DINOv3 image classification. They do not appear to fix the same underlying bug or implement the same change." + "reason": "Different models, different functionality, and different changed code paths/files; no shared underlying bug or mergeable common fix." } ] }, @@ -17585,12 +17566,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "8ad1d4ed5ef5efce201970aeeef7666c7bd3394e7a9f26b8f6ef3ece691c42b2", + "prepared_review_unit_hash": "6d7ee905fa272a24e4ececb03e68b86b8c57fc9ae577bef8f525e3bad48a2242", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17598,7 +17579,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10434, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17607,24 +17588,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs that share repository boilerplate but target different models and codepaths, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "All three pull requests are independent model additions with shared Transformers boilerplate, but they target different model families and code paths. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are separate model additions with different implementation files, tests, and model-specific docs; the overlap is mostly shared registration/scaffolding.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one representative had to be picked, PR 45630 is the broadest and most actively reviewed of the three, but it is still not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto/docs files are generic registration boilerplate, not the same underlying change or code-path fix." + "reason": "Different models and implementations (DeepSeek OCR vs Isaac); overlap is only in registration/docs scaffolding, not the same underlying fix or mergeable code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with distinct model/config/processing implementations. Similar framework plumbing is insufficient to treat them as one PR." + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct files and behavior; they share generic auto-mapping patterns only, so they should not be merged as duplicates." } ] }, @@ -17654,7 +17635,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8b47e684eee483916e5331f58abc6b83fb36a67bac12ebd2c5a6caa694645f2c", + "prepared_review_unit_hash": "78f78bd360f5ff854ae89f37b5db656234052ff0b9f6dfde66d6a7f450637be0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17676,18 +17657,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both modernize GitHub Actions workflows, but they target different actions and different compatibility upgrades, so they should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These two PRs are related GitHub Actions maintenance, but they are not the same change: PR 42975 is a broad Node 24 compatibility upgrade for many workflow actions, while PR 42976 is a separate bump of docker/build-push-action to v6 in a different set of workflows.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearer representative because it has a specific, well-scoped goal: updating core workflow actions for Node 24 compatibility across multiple workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better canonical PR for this cluster since its title and diff describe a concrete compatibility-driven workflow update, while 42976 is a separate action-version bump focused on Docker build actions.", + "best_pr_reason": "PR 42975 is the broader, more representative Actions maintenance PR, but it is still not a duplicate of PR 42976 because the affected actions and change intent differ.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are GitHub Actions maintenance PRs, but they change different action families and do not appear to fix the same concrete problem. 42975 is about Node 24 compatibility for checkout/cache/upload-artifact; 42976 upgrades docker/build-push-action and related workflow versions. They could be separate PRs." + "reason": "Not the same underlying fix/change. 42975 updates many GitHub Actions references for Node 24 compatibility, while 42976 specifically upgrades docker/build-push-action to v6 in docker image workflows. They could coexist in one maintenance sweep, but they are not duplicate PRs." } ] }, @@ -17724,7 +17705,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "f9f4c75b2f258575158e263e761d69c2f64710f80973951f16c632d07ae30a37", + "prepared_review_unit_hash": "23f13d66f07511c25ec2801b02170a6e5799a6462c20bebf2daba57f4e4fd067", "component_budget": { "node_count": 4, "item_count": 4, @@ -17746,48 +17727,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share the usual Transformers scaffolding files, but they target different models, different configs/processors, and different implementation paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "All four items are separate model-addition PRs; the overlaps are mostly shared docs/auto-registration boilerplate, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs add different models (ViT NEPA, Molmo, Molmo2, CTSM) and do not represent one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the broadest and most complete addition in this set (modeling, processing, image/video support, auto-mapping, docs, and many tests), but it is still a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "No single best PR for dedupe triage: each PR targets a distinct model and code path, so none is a suitable representative of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared files like docs and auto registration are expected in separate model-addition PRs, not evidence of a duplicate fix." + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are generic docs/auto-registration only." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models and codepaths: ViT NEPA vs Molmo2. They add separate architectures and support surfaces, so they cannot be merged as one duplicate PR." + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is limited to common framework plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models and codepaths: ViT NEPA vs CTSM. The overlap is only in generic Transformers plumbing, not the same underlying change." + "reason": "Unrelated model families (vision model vs time-series CTSM); shared paths are broad infrastructure only." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files, processors, and tests. This is not the same concrete change." + "reason": "Molmo and Molmo2 are distinct model families with separate implementations; not the same fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/model-doc boilerplate is too generic to treat them as duplicates." + "reason": "Molmo vs CTSM are different model additions; common docs/auto files do not indicate a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM implement different models with different support components (including video processing for Molmo2). They do not fix or add the same thing." + "reason": "Molmo2 and CTSM address different models and code paths; overlap is only shared boilerplate." } ] }, @@ -17822,7 +17803,7 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "e81228c371ff23e30cd8b19a7b9c749bd448d24cca52bfdf6cb6995efebbde13", + "prepared_review_unit_hash": "af41285ce09f45fbc40cea4de047bb8d92b18227449184f2c71a168114da7c90", "component_budget": { "node_count": 4, "item_count": 4, @@ -17844,36 +17825,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: a Whisper test/tokenizer fix, a test-only placeholder patch for CLIP/ViT, an FP8 dequantization fix, and an FSDP tied-weights cleanup. They do not look like duplicates of one underlying bug or change.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights handling). The cluster is heterogeneous, with no pair clearly fixing the same concrete bug or mergeable as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest standalone change: it fixes a concrete FP8 dequantization/code-loading path and includes multiple implementation touchpoints plus tests.", + "canonical_pr_reason": "PR 46102 is the clearest standalone bugfix in the cluster: it targets a specific FSDP tied-weights issue with focused code and test changes, whereas the others are unrelated or much more incidental.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the most substantive and coherent fix in the set; the others are either test-only or address unrelated model/runtime paths.", + "best_pr_reason": "PR 46102 is the strongest representative change because it has a concrete subsystem, a specific defect, and a coherent implementation/test story. The other PRs are either test noise, broader refactors, or address different code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented, but they target different models and different changes; one updates Whisper tokenizer behavior, the other injects placeholder asserts into CLIP/ViT tests. Not the same underlying bug." + "reason": "Whisper tokenizer/test fixes and CLIP/ViT test edits are unrelated; they do not address the same code path or bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequantization and model loading. Different subsystems and concrete fixes." + "reason": "Whisper decoding logic and FP8 dequantization are different subsystems with different failure modes." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "A dummy test patch for CLIP/ViT is unrelated to FSDP tied-weights cleanup. They do not fix the same code-path problem." + "reason": "Synthetic test failures in CLIP/ViT are not the same issue as FSDP tied-weights handling." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only assertions are not the same change as the FP8 dequant/loading fix; shared test activity is too broad to treat as a duplicate." + "reason": "These touch unrelated areas: model test files versus FP8 quantization/loading internals." } ] }, @@ -17910,7 +17891,7 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "3f540bc0dc3f077f65a36c7178c2a528aa381b020704a20e90971b85d5fecea0", + "prepared_review_unit_hash": "3ca86f1bea8e5451fc8c04029deb08a34d43d75b5bb06186f9b533301455f442", "component_budget": { "node_count": 5, "item_count": 5, @@ -17932,48 +17913,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated test/CI noise in ViT or repo-bot/Grafana experiments. The only true duplicate-looking pair is the two identical ViT test-migration PRs (46100 and 46114).", - "confidence": 0.92, + "summary": "Only PRs 46100 and 46114 are true duplicates: they have the same ViT test-only diff. The other PRs are unrelated dummy/test or infrastructure/model changes and should not be clustered together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the best canonical representative because it is the earlier, cleaner instance of the exact ViT test-migration diff that is duplicated by 46114.", + "canonical_pr_reason": "PR 46114 is the clearest representative of the only exact duplicate pair (46100/46114); the rest of the items are not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 best represents the duplicate cluster: its diff matches 46114 exactly in the same ViT test file, while the other PRs are clearly different changes.", + "best_pr_reason": "PR 46114 is the best single representative for this cluster because it matches 46100 exactly while having the more explicit fork/test-migration context.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are repo-test PRs touching ViT tests, but the actual changes are different: 43488 is a setup/version/dependency bot check, while 46114 is a failing-test migration snippet. Not the same underlying change." + "reason": "Both are test/don't-merge PRs, but they change different files and different behaviors: repo-bot/version/setup changes vs. ViT test migration." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared ViT test file is not enough; 43488 is a packaging/version check, whereas 43532 changes CI workflows and helpers. Different concrete problems." + "reason": "They only share a generic test-model file; one is a setup/version check PR and the other is broad workflow/model/instrumentation changes." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "43532 is a workflow/CI plumbing change with multiple files, while 46114 is only a ViT test stub change. They do not fix the same bug or implement the same change." + "reason": "Different underlying changes: CI/workflow and model/config edits versus a tiny ViT test migration with failing asserts." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "45932 is a broad observability/model config PR across many files; 46100 is a small ViT test migration. Same general test context, but not the same underlying change." + "reason": "PR 45932 is a broad tracing/model/config change, while 46100 only adds failing ViT test assertions; not the same code-path fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are effectively the same PR change: identical diff in the same ViT test file, adding the same failing test assertions. They could be merged as one PR." + "reason": "These are effectively identical PRs: same file, same inserted assertions, and the same ViT test-migration change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: 46100 and 46114 have identical ViT test diffs and are a plausible duplicate pair, while the other pairings are reasonably rejected as different changes. The summary stays conservative and does not overstate evidence." + "feedback": "The summary is grounded in the packet: 46100 and 46114 have the same exact diff, while the other pairs only share superficial file overlap or broader infra/model changes. The soft-edge rejections are conservative and the one accepted pair looks mergeable as the same ViT test-only change." }, "evaluator_used": true, "retried": false, @@ -18000,12 +17981,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "bd01a73da5613cd1d14347800a847c0caa0f2ebd0b4005f9ec1b299eebd2a590", + "prepared_review_unit_hash": "ff50975c6aad8588d5700e7b12acc3cf0650aac66c78237133c4112383d49001", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18013,7 +17994,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18022,18 +18003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add separate pipeline features for different promptable segmentation tasks. They share scaffolding but target different APIs, docs, model integrations, and tests, so they are related siblings rather than duplicates.", - "confidence": 0.96, + "summary": "These are two separate feature PRs for different pipelines (promptable concept segmentation vs promptable visual segmentation). They share framework/docs scaffolding, but they do not look like the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipelines (concept vs visual segmentation) with different codepaths and model coverage.", + "canonical_pr_reason": "No canonical PR: the PRs implement distinct pipelines and target different model/task integrations.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader, more integrated PR (more model adapters/tests) and is the better representative of this feature family, but it is still distinct from 43612.", + "best_pr_reason": "Neither PR is a duplicate candidate; both are independently valid feature additions, but they address different use cases.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared pipeline/docs scaffolding is not enough; they expose different pipeline classes and work on different model stacks, so they are not the same underlying change and should not be merged as duplicates." + "reason": "Different concrete pipeline features with different filenames, model integrations, and task docs; shared scaffolding alone is not enough to treat them as the same change." } ] }, @@ -18063,40 +18044,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5ff24214fdb38904c51aa47b76c00348e76928a022bb481f6ad3abeb06fb4288", + "prepared_review_unit_hash": "9cc6afe63b6138f0b73edf042cd8c83413ea65e5178aa60dd5da6b0b14adeede", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated trainer.py pull requests: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column logic for overrideability. They share a file but not the same underlying bug or change.", - "confidence": 0.96, + "summary": "Two open PRs touch the same file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43651 addresses loss scaling in training_step, while 43663 adds a separate override point for signature column filtering; they are distinct changes.", + "canonical_pr_reason": "No single canonical PR: PR 43651 changes training-step loss normalization, while PR 43663 refactors signature-column filtering into a helper for custom trainers.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 43651 is the more concrete behavior fix, but it should not be treated as a duplicate of 43663.", + "best_pr_reason": "PR 43651 is the stronger standalone representative because it targets a concrete training behavior change in the loss-scaling path; PR 43663 is a separate trainer refactor/extension hook.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer extension points and different code paths: GA loss scaling vs. signature-column filtering. Sharing trainer.py is too broad to imply duplication." + "reason": "Different code paths and goals: 43651 adds a gradient-accumulation loss-scaling hook in training_step, while 43663 adds an overrideable signature-column helper for dataset column filtering. They are not mergeable as one change." } ] }, @@ -18126,7 +18107,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "405f758a3657c7cdafd1a46c2dc701f7d8437adcd3cc47c67460702516581f77", + "prepared_review_unit_hash": "5fb996f7b77799bb8b521a1699cb10fab7729696e19f9b68f31cb242462ae7e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18148,18 +18129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI module and both deal with import-time annotation/name-resolution problems, but they fix different concrete points in `serve.py` rather than the same exact bug.", - "confidence": 0.63, + "summary": "These are two separate CLI typing/runtime fixes in the same file, not the same PR: one targets a TypeAdapter NameError generally, the other specifically avoids importing pydantic at runtime when it is absent.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader, earlier fix for the CLI NameError/annotation issue and has more discussion activity, so it is the better cluster representative.", + "canonical_pr_reason": "PR #43842 is the more specific and concrete fix: it explicitly addresses the TypeAdapter NameError when pydantic is not installed, with a small, focused change under TYPE_CHECKING.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the most explicit and narrowly scoped fix: it directly targets the `TypeAdapter` NameError path and states the pydantic-absent case clearly.", + "best_pr_reason": "PR #43842 is the best representative because it states the failure mode clearly and patches the runtime import/annotation problem directly; #43656 is a different typing cleanup around __future__ annotations and does not match the same concrete bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both modify `src/transformers/cli/serve.py`, but one fixes broader type-annotation/runtime issues with `__future__ annotations` while the other specifically handles `TypeAdapter` import/type-checking when pydantic is absent; they are related follow-ups, not the same concrete change." + "reason": "Both touch src/transformers/cli/serve.py and TypeAdapter typing, but they fix different problems: #43656 is a general NameError/annotation cleanup, while #43842 specifically handles pydantic being unavailable. They are not the same underlying change and should not be merged into one PR." } ] }, @@ -18309,8 +18290,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", @@ -18352,382 +18333,382 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ccea786088197cbc5b66c738a90be73b9b9e57d2dbfa1f3be50f612ebf494e19", + "prepared_review_unit_hash": "77c1aa58b857f30f4a68eeb7e12d5cfca1f67f334cc726cba4c14e9bec73409e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad standardized-output-tracing refactor across many model-specific PRs. Most pairs only share the migration pattern and are not the same underlying fix; the only clearly grounded duplicate-style linkage is the GPT-J/CodeGen follow-up around PR 44722.", - "confidence": 0.79, + "summary": "This cluster is mostly a set of model-specific refactors around standardized output tracing/capture_outputs. Only a few pairs look like true duplicates/iterations on the same code path (notably GPT-J/CodeGen and GPT-Neo); the rest are same-theme but different model implementations and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative because it is the clearest later GPT-J/CodeGen output-tracing refactor and the strongest grounded follow-up in the cluster.", + "canonical_pr_reason": "No issue item is present; among the PRs, #44066 is the best anchor because it is explicit, broad, and clearly targets the GPT-J/CodeGen output-tracing refactor tied to #43979.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single PR to anchor the cluster: it is the most concrete GPT-J/CodeGen standardized-output follow-up and the closest to the mergeable duplicate candidates.", + "best_pr_reason": "#44066 is the clearest representative of the shared standardized output-tracing work and has the strongest scope/traceability among the PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad tracing theme, but FNet/CVT and GPT-J are different model paths." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; shared refactor style is not enough." + "reason": "Different model families and forward paths; both touch output tracing, but not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Both are GPT-J-series refactors, but this looks like separate variant work rather than one mergeable bugfix." + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44085 looks like a narrower iteration of the broader 44066 refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision backbones and files; same migration pattern only." + "reason": "ResNet/RegNet vs EfficientNet; same standardized-output effort, but not the same concrete code path." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; no shared code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet is only thematic overlap." + "reason": "Different models (GPT-J/CodeGen vs EfficientNet); only the refactor pattern matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; same topic, different underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different architectures." + "reason": "GPT-J/CodeGen and MPT are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "GPT-Neo pair is only soft similarity; not clearly the same mergeable bugfix." + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; 44068 is a near-duplicate iteration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are separate model implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; related refactor family but different model code." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete implementation change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different backbones." + "reason": "ResNet vs GPT-J; same refactor style, different underlying code." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet only share the migration theme." + "reason": "GPT-Neo and ResNet are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model paths." + "reason": "ResNet vs MPT; no shared concrete bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same concrete fix." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different models." + "reason": "GPT-Neo vs Flaubert; same standardization theme, but not the same code path." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are unrelated model changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are separate model families." + "reason": "GPT-2 and MGP-STR are different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-2 vs GPT-J/CodeGen; only the broad output-tracing theme overlaps." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are different implementations." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated models." + "reason": "GPT-2 and MPT are unrelated implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "RegNet vs SegFormer; same issue family but distinct model code." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "RegNet and MPNet are unrelated model paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are not the same fix." + "reason": "RegNet and GPT-Neo do not share the same concrete bug/change." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + "reason": "TextNet vs Flaubert/XLM are different code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model families." + "reason": "MPNet and LongT5 are unrelated model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and VisualBert are unrelated implementations." + "reason": "RegNet and MPT do not fix the same concrete problem." }, { - "left": "pull_request:44068", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated code paths." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different model families." + "reason": "SqueezeBERT and VisualBERT are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "MPT and ImageGPT are unrelated architectures." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different implementations." + "reason": "DeBERTaV2 and TextNet are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and Segformer are different vision stacks." + "reason": "TextNet vs Flaubert/XLM; same tracing style, not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and MPNet are unrelated model paths." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and SpeechT5 are different architectures." + "reason": "MGP-STR and GPT-J/CodeGen are different model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44019", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "ResNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different models." + "reason": "VisualBERT and LongT5 are different code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "VisualBERT vs Flaubert/XLM; same theme only." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "MPNet and GPT-Neo are unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44056", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are different architectures." + "reason": "MPNet and MPT are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44101", + "accept": false, + "reason": "RegNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and MPT are unrelated models." + "reason": "MPT and ImageGPT are unrelated model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and VisualBert are different model families." + "reason": "SqueezeBERT and GPT-Neo do not share the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet vs SegFormer; same high-level refactor idea, different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "CVT/FNet and VisualBERT are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated implementations." + "reason": "GPT-J/CodeGen vs MGP-STR; not the same underlying fix." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44066", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "GPT-J/CodeGen and MPT are distinct code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated implementations." + "reason": "GPT-Neo and GPT-2 are different model files and behaviors." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "FNet/CVT and LongT5 are different model paths." + "reason": "GPT-Neo vs MGP-STR; same refactor pattern only." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "FNet/CVT and Segformer are unrelated models." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different model families." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated models." + "reason": "GPT-2 vs GPT-Neo; same family, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the grounded later follow-up on the same code path." + "reason": "Same GPT-J/CodeGen output-tracing work; 44722 looks like a later refresh of the same change set." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change on the same file path; 44722 plausibly supersedes it." + "reason": "Both touch the same GPT-J output-tracing code path, and 44722 subsumes the narrower GPT-J refactor." }, { "left": "pull_request:44085", @@ -18739,41 +18720,41 @@ "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are different model families." + "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR are different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different models." + "reason": "DeBERTaV2 and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated architectures." + "reason": "DeBERTaV2 and ViT are unrelated model code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated code paths." + "reason": "FocalNet and ImageGPT are different models; same standardized-output theme does not make them duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but the soft-edge verdicts are not conservative enough. In the packet, the GPT-Neo pair (44018, 44068) and the GPT-J pair (44066, 44085) are only supported by soft similarity; they are not deterministic accepts and do not clearly look like the same mergeable bugfix. Marking those pairs as true overstates the evidence. The accepted PR pairs that are clearly grounded are the GPT-J/CodeGen follow-ups involving 44722, but the analyst extends the duplicate call beyond what the packet supports." + "accept": true, + "feedback": "The summary is grounded in the packet: these PRs are mostly model-specific standardized output-tracing refactors, and the accepted soft pairs are limited to likely duplicate/iterative changes on the same concrete code path (GPT-J/CodeGen and GPT-Neo). The rejected pairs are conservatively framed as same-theme but different implementations, which matches the packet. " }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18804,64 +18785,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "942f15d66d4839bfcc115c8d896aa8d01e93fa1bcbb4a1372bc53a189fed7df4", + "prepared_review_unit_hash": "2d7f3e0f0ca94c0ff1399f48d1b8903832f1eeb96f90cac5753aba4acdfc5fb2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "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 are all model-specific migrations to the new standardized output tracing/capture system, not duplicates of one another. They share a refactor theme, but each touches a different code path and model implementation.", - "confidence": 0.87, + "summary": "These PRs all refactor model-specific output tracing to use standardized capture/decorator helpers, but they apply to different models and code paths. They are similar in theme, not duplicates of the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44056 is a clear exemplar of the shared migration pattern: it adds the capture_outputs plumbing and explicit _can_record_outputs mapping in a self-contained model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest anchor because it has an explicit issue target, a larger and clearer change set, and a focused description of the standardized output-capture refactor for one model.", "best_issue_reason": null, - "best_pr_reason": "PR #44056 is the strongest representative of the cluster because it most directly expresses the standardized output-tracing refactor, but it still targets MPNet specifically rather than duplicating the other PRs.", + "best_pr_reason": "PR 44129 is the best representative of the cluster\u2019s theme since it is explicitly tied to issue 43979 and clearly demonstrates the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different models (VisualBert vs TextNet) and different code paths. Same migration theme is not enough to treat them as one PR." + "reason": "Both are standardized output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different implementation paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model migrations (MPNet vs VisualBert). They follow the same refactor pattern, but they are not the same underlying change and would not be merged as one PR." + "reason": "These are separate model migrations (MPNet vs VisualBert). Same refactor family, but not one mergeable duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model implementations with model-specific output-capture wiring. Shared decorator usage does not make them duplicates." + "reason": "MPNet and TextNet have distinct model code paths; this is a shared refactor pattern, not the same bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model code paths. Both migrate toward standardized outputs, but they fix different implementations and are not mergeable as a single concrete change." + "reason": "RegNet and SqueezeBert each migrate output handling independently; they are related only by approach, not by a shared underlying fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated model internals. Despite similar output-capture refactoring, they are separate changes with different affected layers and behavior." + "reason": "SqueezeBert and SpeechT5 address different model implementations and different output-tracing details, so they should not be merged as duplicates." } ] }, @@ -18947,304 +18928,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "30bb104ebea4a9a53c6f2cd55caa1684c607d23e165798c0bd9092691976fd72", + "prepared_review_unit_hash": "1eb181367b6a0caec9db04736816da327366000227f166e496149d7abd8ef43f", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43774, - "estimated_input_tokens": 10944, - "estimated_eval_tokens": 22144 + "serialized_chars": 43766, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43774, - "estimated_input_tokens": 10944, - "estimated_eval_tokens": 22144 + "serialized_chars": 43766, + "estimated_input_tokens": 10942, + "estimated_eval_tokens": 22140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly independent model-specific output-tracing refactors plus one unrelated docs toctree fix; they share a theme but not the same underlying bug or change.", - "confidence": 0.97, + "summary": "This cluster is a set of independent \"refactor output tracing\" PRs across different model implementations, plus one unrelated docs toctree edit. They share a pattern, but not the same underlying bug or mergeable change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR targets a different model/code path, so the cluster is not one duplicate change.", + "canonical_pr_reason": "PR #44003 is the most representative single item: it has the broadest model-side tracing change, spans two related files, and includes the shared output-capturing plumbing rather than just a narrow wrapper tweak.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true cluster representative; if forced, the broadest code change is 44003, but it still isn't the same fix as the others.", + "best_pr_reason": "PR #44003 is the strongest global representative for this cluster because it captures the central tracing refactor pattern with the most substantial code changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`timm_backbone` vs `upernet`); same refactor theme, not the same code path." + "reason": "Different model families; same refactor theme, but not the same concrete code-path change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model implementations (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "Different model implementations; similar tracing cleanup, not a single mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`timm_backbone` vs `univnet`); not one merged fix." + "reason": "Separate model-specific refactors, not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are unrelated model code paths." + "reason": "Related tracing work, but these target different model code paths and are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`); only the refactor pattern is shared." + "reason": "Different model implementations; same pattern, not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models." + "reason": "Different model code paths; similar output-tracing refactor only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific changes (`mobilenet_v1` vs `upernet`)." + "reason": "Separate model-specific refactors, not one underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` vs `depth_anything` are different code paths and tasks." + "reason": "Different models and different forward paths; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers (`mobilenet_v1` vs `vision_encoder_decoder`)." + "reason": "Both are tracing refactors, but on different encoder/decoder wrappers and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers (`mobilenet_v1` vs `speech_encoder_decoder`)." + "reason": "Same refactor pattern, but distinct model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); not the same bug." + "reason": "Different model families; no shared concrete bug or patch." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model code paths (`vision_text_dual_encoder` vs `upernet`)." + "reason": "Separate model refactors, not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `mamba`)." + "reason": "Different code paths and models; too broad to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are distinct models with different fixes." + "reason": "Different models; same tracing refactor style only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations." + "reason": "Distinct model implementations with similar output-tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (`univnet` vs `mamba`/`falcon_mamba`)." + "reason": "Different model families and forward logic; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific refactors (`univnet` vs `depth_anything`)." + "reason": "Separate model-specific tracing refactors, not one underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`upernet` vs `rwkv`)." + "reason": "Different model implementations; no single shared code-path bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba` are different implementations; only the output-tracing theme matches." + "reason": "These are parallel refactors in different models, not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`mamba` vs `superpoint`) and different forward logic." + "reason": "Different model families and code paths; only the refactor theme matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` touch unrelated code paths despite both refactoring outputs." + "reason": "Codegen and Mamba are unrelated implementations; not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`)." + "reason": "Different model code paths; similar tracing cleanup only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations (`univnet` vs `codegen`)." + "reason": "Distinct models with separate forward implementations." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated model code paths." + "reason": "Not the same underlying change; just another output-tracing refactor." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `codegen`)." + "reason": "Different model families and different concrete implementations." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything`/`prompt_depth_anything` vs `vision_encoder_decoder` are different model wrappers." + "reason": "Different wrappers/models; similar tracing refactor, not one mergeable change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + "reason": "Separate model-specific code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate vision models." + "reason": "Different model implementations; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`depth_anything` vs `rwkv`)." + "reason": "Different models and different forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated model code paths." + "reason": "Distinct model code paths; not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models." + "reason": "Both are encoder-decoder wrappers, but on different model stacks and not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder-decoder wrappers (`vision_encoder_decoder` vs `speech_encoder_decoder`)." + "reason": "Different model implementations; no shared bug beyond the refactor pattern." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`)." + "reason": "Separate model-specific tracing changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` target different model code." + "reason": "Different code paths and model families." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`)." + "reason": "Different model implementations; similar refactor only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`)." + "reason": "Not the same underlying change, just the same tracing motif." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate model implementations." + "reason": "Distinct model wrappers with separate forward code." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`superpoint` vs `rwkv`)." + "reason": "Different models and code paths; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated code paths." + "reason": "Separate model-specific refactors." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`rwkv` vs `dpr`) and different forward semantics." + "reason": "Different model implementations; same theme only." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "`speech_encoder_decoder` code change vs docs-only toctree edit; not the same fix." + "reason": "Model code versus docs toctree cleanup; unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Docs navigation change is unrelated to `vision_encoder_decoder` output tracing." + "reason": "Docs-only navigation edit is unrelated to encoder-decoder tracing code." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "Docs-only toctree fix is unrelated to `univnet`." + "reason": "Docs-only toctree change, not the same change as model refactoring." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "Docs-only toctree fix is unrelated to `upernet`." + "reason": "Unrelated docs navigation cleanup versus model code refactor." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Docs-only toctree fix is unrelated to `timm_backbone`." + "reason": "Completely different scope: model tracing code versus docs toctree cleanup." } ] }, @@ -19277,7 +19258,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "5deb9c40b1e27830f8992722fb8802a53dc777220ecd20a6f8b2818654d720b6", + "prepared_review_unit_hash": "8f6db561837b687e10f05d05d32f471e37f1a0b1f03a9856ca370771742cf5a5", "component_budget": { "node_count": 3, "item_count": 3, @@ -19299,30 +19280,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests are unrelated model-addition implementations for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only generic Transformers boilerplate areas, so none should be treated as duplicates.", + "summary": "All three artifacts are separate model-addition PRs for different models (PenguinVL, Deepseek-OCR-2, Voxtral TTS). They share broad Transformers integration files, but they do not fix or implement the same underlying model/code-path, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR exists here; if a representative is needed, #45075 is the most complete/production-ready of the three because it includes model, image processor, converter, docs, and tests for a fully scoped model addition.", + "canonical_pr_reason": "No canonical PR: each PR introduces a different model and related integration, so they are not duplicate changes.", "best_issue_reason": null, - "best_pr_reason": "#45075 is the strongest standalone PR to represent this cluster because it appears more complete than the draft TTS PR and is a full model implementation with conversion and test coverage. The other two PRs target entirely different models and should remain separate.", + "best_pr_reason": "No best PR as a duplicate representative. If forced to choose the most complete standalone implementation, PR 45075 is the most feature-rich, but it is still unrelated to the other two models.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. Shared auto/docs scaffolding is generic and not evidence of the same bug or change." + "reason": "PenguinVL and Voxtral TTS are different model integrations with different architecture, files, and purposes; shared auto/docs wiring is too generic to indicate the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Distinct model additions for different architectures (PenguinVL vs DeepSeek-OCR-2). Overlap is only in standard Transformers registration files and docs, which is too broad to merge as duplicates." + "reason": "PenguinVL and Deepseek-OCR-2 are distinct model-addition PRs touching different model codepaths; similarity is only at the framework-registration level." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "OCR model implementation vs TTS model implementation are unrelated changes. They touch similar framework entry points, but they do not fix the same concrete code-path problem and should not be merged together." + "reason": "Deepseek-OCR-2 and Voxtral TTS implement different models and converters/processors; they are not the same bug or change and would not plausibly merge into one PR." } ] }, @@ -19352,7 +19333,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4a8eaf094cbb11deb704cd010c930b3548679762ca8547ec00d4f16feecff58d", + "prepared_review_unit_hash": "7e88d5f31f67236a10c4011d0c86c4ec40af65b76e15fb02a70f766f4258ac38", "component_budget": { "node_count": 2, "item_count": 2, @@ -19374,18 +19355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a theme level: one PR adds a generic module-fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and integration hooks. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.9, + "summary": "These PRs are related in theme but not duplicates: #44979 introduces a generic Module Fusion API, while #45363 builds a specific n-to-1 kernel fusion feature on top of KernelConfig and integration hooks. They should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the most canonical anchor for the cluster because it introduces the reusable Module Fusion API itself; the other PR is a separate downstream kernel-fusion application built around KernelConfig.", + "canonical_pr_reason": "#44979 is the more foundational change: it adds the reusable module-fusion API and test coverage, which the later kernel-fusion work appears to build on rather than duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative PR here because it defines the core fusion abstraction and has focused tests, whereas PR #45363 is a broader, separate feature implementation on top of that idea.", + "best_pr_reason": "#45363 is the most user-facing and complete feature PR, but it is still a distinct follow-on change rather than a duplicate of the API introduction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different changes: #44979 adds a new module-fusion API layer, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across model loading/integration paths. Shared fusion terminology is not enough to treat them as the same fix/feature." + "reason": "They share a broad fusion concept, but one adds a generic Module Fusion API and the other implements a specific n-to-1 KernelConfig fusion path. Different code paths, different goals, and not something that would plausibly be merged into a single duplicate PR." } ] }, @@ -19415,7 +19396,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ab6d792972de836fa639a654a699f10af62ec7d582386bcd826a5c059b5e3873", + "prepared_review_unit_hash": "354998e39faf5ca92ef0ae98b2916b6ea5a5484eda77f161b6576bb024138ce0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19437,18 +19418,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch bug on the same code path in `tokenization_utils_tokenizers.py`; the second PR is a slightly broader follow-up with tests, not a distinct fix.", - "confidence": 0.97, + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR adds tests and is the more complete representative.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same AttributeError fix as 45086 and adds test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same bug fix as 45086, is later and more developed, and includes test coverage for the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR overall since it fixes the same concrete bug as 45086 but is more complete and validated by tests.", + "best_pr_reason": "PR 45317 is the best overall representative since it fixes the same concrete code-path bug and includes the supporting test change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same edited code path; 45317 appears to be an expanded version of 45086 with added tests, so they are mergeable into one PR." + "reason": "Same underlying bug in `_patch_mistral_regex`, same code change in `src/transformers/tokenization_utils_tokenizers.py`, same explicit issue target, and the later PR appears to be a superset with tests." } ] }, @@ -19478,7 +19459,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8a8155fb74b461cb1a89636b667b781c56936eee7c6604de12c9f6df4b02e4f0", + "prepared_review_unit_hash": "c46ce69020134ff46cafd135a19d5acc2476ba989cdbb5fdb1f8e3b405aa9c5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19500,18 +19481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH refactor PRs, but they are not duplicates: one is a narrower conversion/inheritance cleanup, the other is a broader model split and documentation/test update. The shared files indicate overlap in the same area, not the same concrete change.", - "confidence": 0.89, + "summary": "Two related NemotronH PRs, but they target different change sets: one is an inheritance/refactor and conversion-mapping update, the other is a broader feature split adding NemotronHDense/NemotronHSparse plus docs and tests. They overlap on shared NemotronH files, but they are not the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete NemotronH change: it introduces the dense/sparse model split, updates auto/model registrations, docs, and tests. PR 45115 is a narrower refactor focused on inheritance and conversion mapping, so 45569 is the better canonical representative for the cluster.", + "canonical_pr_reason": "PR #45569 is the better representative for the cluster because it is the broader, more user-facing NemotronH family change, covering the dense/sparse model split, auto-mapping, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping step.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 best represents the main architectural change because it covers the full model-family restructuring and user-facing integration, whereas 45115 is a smaller supporting refactor.", + "best_pr_reason": "PR #45569 is the strongest single PR to keep as the cluster\u2019s anchor: it contains the larger functional expansion and the surrounding docs/test/model registration work, whereas #45115 is a narrower internal refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH internals, but they are not the same underlying fix. 45115 is a targeted refactor of conversion mapping and class inheritance, while 45569 adds the dense/sparse model variants plus docs, auto-mapping, and tests. They are related but not mergeable as one duplicate PR." + "reason": "Reject: these are related NemotronH efforts, but not the same concrete bug/change. #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings; #45569 adds separate NemotronHDense/NemotronHSparse implementations, docs, auto-mappings, and tests. They could not plausibly be merged as one duplicate PR." } ] }, @@ -19541,7 +19522,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "b21b903d8d03230fc585efbd0d2d34a063c6b3497aa3f65e67aa2fbcbabe7bd1", + "prepared_review_unit_hash": "6a43dac3520b07889d42ed9abbb7c865f5066c8b18b15c9a3b2dfd976410414c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19563,18 +19544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about heterogeneous layer-wise configuration support, but one focuses on config plumbing while the other adds modeling/cache behavior on top of it. They are related, yet not the same concrete change and would not be safely merged as a single PR.", - "confidence": 0.86, + "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other builds on it to add heterogeneous modeling behavior. They share infrastructure files, yet they target different levels of the stack and would not realistically be merged as a single fix/change without collapsing two separate PR scopes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support across modeling/cache code, while PR #45333 is a narrower config-only foundation that appears to feed into it.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the cluster because it covers the end-to-end heterogeneous model support, including modeling and cache/masking integration, rather than only the config layer.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative for the cluster because it spans the larger end-to-end heterogeneous-model feature, not just the configuration layer.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the full feature area and is the more complete user-facing change; PR #45333 is a prerequisite/config-only slice.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature area, but not the same fix/change: #45333 adds heterogeneous config support, while #45332 adds modeling and cache handling. They share files and concept, yet are separable PRs rather than one mergeable duplicate." + "reason": "Related but distinct changes: #45333 introduces heterogeneous per-layer configuration plumbing, while #45332 implements heterogeneous modeling behavior using that foundation. They do not fix the same concrete bug and should not be treated as duplicates." } ] }, @@ -19604,12 +19585,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c3b7f9a9cc8591ee478a8a646824841570296a966a261575a47504140b10583b", + "prepared_review_unit_hash": "ba50a6e1f2d6ad8783825c504310c3419773aa468eb3e7c2f17e3656a3863e3e", "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 }, @@ -19617,7 +19598,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19626,18 +19607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 is a narrower typing/protocol update centered on modeling_utils/PEFT-related code. They should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking pass, while the other is a targeted typing fix for specific model/PEFT utility paths. I would not treat them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate pair: #45415 is a broad type-checking sweep across many modules, while #45425 is a focused typing/protocol patch in a different area.", + "canonical_pr_reason": "No single PR should be treated as canonical for a duplicate pair here; the two changes are distinct in scope and intent.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative PR for this cluster because it is more self-contained and specific, whereas #45415 is a much broader cleanup effort.", + "best_pr_reason": "PR #45415 is the broader, more representative type-checking sweep across many `src/transformers/*.py` files and the type-check config, so it is the better cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different underlying changes: #45415 is a broad typing sweep across many files, while #45425 adds typing aliases/protocols and related modeling_utils/PEFT updates. Same theme, not the same concrete fix." + "reason": "Different change sets: #45415 is a wide type-checking pass across many files plus `pyproject.toml`, while #45425 adds typing helpers/protocols for modeling_utils/PEFT-related code paths. They are related by theme but not the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -19667,12 +19648,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:46101" ], - "prepared_review_unit_hash": "c456e2c7aec2dc7138b1427c0ebb47f9f214603b54c2d4167357185d08428a9a", + "prepared_review_unit_hash": "fea5bc135c6147deb9237924ff1e3db5241cf7029f9232e11e3b4ac1ee4963f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5131, + "serialized_chars": 5132, "estimated_input_tokens": 1283, "estimated_eval_tokens": 2822 }, @@ -19680,7 +19661,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5131, + "serialized_chars": 5132, "estimated_input_tokens": 1283, "estimated_eval_tokens": 2822 }, @@ -19689,18 +19670,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both device-placement/model-parallel fixes, but they target different model families and different failing code paths, so they are not duplicates. PR 45487 is the broader and more representative fix in this cluster.", + "summary": "These two PRs are both device-placement / model-parallel fixes, but they target different models and different code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio). They are not the same underlying bug and should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the stronger canonical PR candidate because it addresses a concrete model-parallel device mismatch across multiple affected models/files and includes test coverage; the other PR is a separate Qwen2-Audio fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative artifact for the cluster since it is broader, multi-model, and clearly fixes the underlying device mismatch bug with explicit code and test changes.", + "best_pr_reason": "PR 45487 is the stronger standalone candidate: it fixes a concrete model-parallel device mismatch in AltCLIP/ChineseCLIP with clear code changes and tests, while PR 46101 is a narrower Qwen2-Audio tensor-device fix. They are separate fixes rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are parallel/device fixes, but 45487 changes token_type_ids handling for AltCLIP/ChineseCLIP/etc. while 46101 fixes audio feature masking in Qwen2-Audio. Different models, different functions, and not plausibly one merged PR." + "reason": "Different models and different failing paths: AltCLIP/ChineseCLIP token-type id handling versus Qwen2-Audio audio mask construction. Same broad theme, but not the same bug or one PR candidate." } ] }, @@ -19732,12 +19713,12 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "8287a8b5f71d5eb45b1b80536a1c9871ee84b88626b07f9e78a4d29fe6f6f220", + "prepared_review_unit_hash": "bb2192f124791c8a861558dbc31246ded008b2ea2da7ac4faf9da43b346c3287", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19745,7 +19726,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7426, + "serialized_chars": 7427, "estimated_input_tokens": 1857, "estimated_eval_tokens": 3970 }, @@ -19754,30 +19735,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into one unrelated PR ([Qwen3.5] GDN linear attention caching) and a Mamba2 cache bug pair. The Mamba2 PRs (46084 and 46098) target the same seq_len>1 use_cache incorrect-results issue; 46098 is the broader, more complete version. ", - "confidence": 0.92, + "summary": "The cluster contains one unrelated PR (Qwen3.5 GDN linear-attention cache fix) and one true duplicate pair for Mamba2 cache handling with seq_len > 1. The two Mamba2 PRs address the same underlying bug in the same code path and should be merged as duplicates; the Qwen3.5 PR should remain separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46098 is the best representative because it states the full Mamba2 seq_len>1 use_cache bug, explicitly targets the tracking issue, and covers both CPU/GPU paths plus tests/docs.", + "canonical_pr_reason": "PR #46098 is the best canonical representative: it directly targets the Mamba2 use_cache seq_len>1 bug, explicitly links the tracking issue, and appears to include the most complete fix/tests/documentation for that code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46098 is the strongest candidate to anchor the cluster: it is the most complete fix for the shared Mamba2 bug and is more self-contained than 46084.", + "best_pr_reason": "PR #46098 is the strongest overall representative of the Mamba2 fix because it is the most explicit and complete change for the shared cache-sequence-length bug; PR #46084 is a narrower code-only variant of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and code paths: Qwen3.5/OLMO hybrid linear-attention caching versus Mamba2 use_cache handling. No evidence of the same underlying bug." + "reason": "Different models and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 mixer cache handling. Similar high-level theme, but not the same underlying bug or mergeable change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 seq_len>1 cache correctness bug on the same model/file family; 46098 appears to be the broader superset fix, so these are plausibly mergeable into one PR." + "reason": "Both PRs fix the same Mamba2 use_cache bug for seq_len > 1 in the same model code path. The later PR is a broader version of the same concrete change, so they are duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45513 is clearly a different model/code path, and 46084/46098 both target the same Mamba2 seq_len>1 use_cache bug with shared issue target/files. The mergeability judgment for 46084 and 46098 is conservative and supported by the evidence. " + "feedback": "The assessment is grounded in the packet. PR 45513 is clearly a different model and bug path from the Mamba2 changes, so rejecting that pairing is conservative. PRs 46084 and 46098 share the same issue target (46032), the same Mamba2 files, and the same seq_len>1 cache bug, so treating them as mergeable duplicate variants is reasonable. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -19804,7 +19785,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "56cff4d840ed84fc50028e58a774d045b1da2e477aad75715346b71023bf24f3", + "prepared_review_unit_hash": "9bfdb608b38f1c0eb7519701dc0ee4acd9220f8b29178fd14fc9ddbe6ff90d6d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19826,18 +19807,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both involve expert parallelism and model loading), but they fix different concrete bugs: one is about preserving/loading distributed_config for Accelerate + ZeRO-3, the other is about expert parameters being overwritten under FSDP2/rank-0 broadcast.", + "summary": "These two PRs are related to expert-parallel loading, but they fix different bugs in different code paths: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert weights from being overwritten during FSDP2/broadcast handling.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it fixes the more direct parameter-loading correctness bug in the expert-parallel path; PR #45548 is narrower plumbing around config serialization and EP detection.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger canonical candidate for this cluster because it addresses a specific, well-scoped loading corruption bug across the relevant code path and has the broader set of coordinated changes; #45548 is a narrower serialization/flag-preservation fix for a different failure mode.", + "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster\u2019s theme because its diff targets the concrete expert-weight overwrite/loading behavior across the distributed loading stack.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both touch EP/loading, but they target different failure modes and code paths: #45548 preserves distributed_config and adds has_ep for Accelerate/ZeRO-3 loading, while #45662 fixes expert params being overwritten during FSDP2 post-shard handling. They would not plausibly merge as one PR." + "reason": "Do not merge: they address different failures. #45548 preserves distributed_config and adds has_ep for Accelerate/ZeRO-3 loading, while #45662 wraps loaded params post-shard to stop expert tensors being overwritten under FSDP2/broadcast. Same broad EP area, but not the same underlying bug or change." } ] }, @@ -19867,12 +19848,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1b0ef316b0cca0fce3565772a8ba41f3f9cc00e3f7bec69cc3866c415abc979b", + "prepared_review_unit_hash": "ae0fa9d5904b05edf26ce39e6f62034473f866f4b500d049df3cec14eb66b082", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19880,7 +19861,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19889,18 +19870,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info artifacts in Transformers testing/debug logging. PR #45645 is the broader, more complete fix and subsumes the narrower code-only change in #45639.", - "confidence": 0.95, + "summary": "Both PRs target the same xdist-related captured_info collision in testing debug logs; 45645 is the broader fix and subsumes the narrower 45639 change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe file change plus the CI/log-collection updates needed to preserve and read all captured_info shards.", + "canonical_pr_reason": "PR 45645 is the more complete implementation of the captured_info xdist fix: it includes the testing_utils change from 45639 and also updates CI/reporting to read multiple worker-specific artifacts instead of a single file.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest overall candidate: it fixes the same underlying captured_info collision bug and covers the operational CI path, while #45639 only changes the library-side helper.", + "best_pr_reason": "PR 45645 is the best representative because it addresses the full concrete workflow/code-path problem, not just the library-side file naming change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same underlying xdist-safety bug for captured_info logging and touch the same concrete files; #45645 is an expanded superset of #45639 rather than a different change." + "reason": "Both PRs fix the same underlying xdist collision for captured_info output; 45639 is effectively a subset of 45645\u2019s broader end-to-end solution." } ] }, @@ -19996,7 +19977,7 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "d069e51ef43de099666188efc9294786b2ba4a6f440bddb1b14fcb9e5385bf71", + "prepared_review_unit_hash": "9c8e4be742a744f40aa855a0917a7a9794e5f253ac9a27b6e33e5ce3d28b5c02", "component_budget": { "node_count": 2, "item_count": 2, @@ -20018,18 +19999,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both about adding SDPA attention support, but they target different models (ShieldGemma2 vs CTRL) and different code paths, so they are not duplicates or mergeable into one change.", - "confidence": 0.98, + "summary": "Two unrelated model-specific PRs that both add attention-dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They are not duplicates or mergeable into one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the more substantial and representative change, with broader edits across model code, tests, and docs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the best overall representative of the cluster because it is more complete and better evidenced by tests/docs, while still being clearly distinct from the CTRL PR.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different model implementations and test/docs updates; they share a broad attention-dispatch theme but not the same concrete bug or code path, so they should not be merged as one PR." + "reason": "Both PRs add attention implementation dispatch, but they target different model families and separate code paths (ShieldGemma2 vs CTRL). They are related only at the pattern level, not the underlying bug/change, so they should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8a093f54ff7b8c285a8e1ea3198995b431e0dfd8..0cb0896e84d0c5f9e4598458ffbceab0742aea58 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260520t120132z", + "analysis_id": "hybrid-model-20260520t180026z", "archived_artifacts": { - "hybrid": "snapshots/20260520T120132Z/analysis-runs/hybrid-model-20260520t120132z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260520T120132Z/analysis-runs/hybrid-model-20260520t120132z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-20T12:09:58Z", + "published_at": "2026-05-20T18:12:55Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260520T120132Z", + "snapshot_id": "20260520T180026Z", "variant": "hybrid" } diff --git a/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json b/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..1597eec45bb6a537d57d21c28720685a73e94de4 --- /dev/null +++ b/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json @@ -0,0 +1,2156 @@ +{ + "schema_version": "1.0", + "repo": 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not enough to treat as the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 init IndexError and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer signature change are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert init failure and GPT-OSS TP-only issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM sliding-window attribute error and Mistral tokenizer regex patch crash are different failures." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch and expensive reverse embedding lookup are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 IndexError reports, but different models and contexts; not enough to merge as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs about removed pipeline tasks and docs about removed run command are separate documentation cleanups." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int error are different runtime issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video loading StopIteration and MPS histogram backend failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger cross-entropy routing and autocast dtype mismatch are different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing FSDP mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy and mask-shape IndexError do not share a concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 theme, but different model families and failure contexts." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and removed run command docs are separate cleanup items." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime regressions: vLLM Gemma3 config attribute vs Qwen3 auto device-map assert." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device_map forward 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:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated docs are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader report across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and docs cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading problem and corrupted checkpoint are not the same underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError-style reports, but the specific mismatch-of-mask error and ZeRO-3 empty-index error are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted pairs are plausible duplicates: 45812/45920 for the tokenizer regression, 43596/43638 for the ZeRO-3 Bert index-out-of-bounds failure, and 44509/44512 for related v5 docs cleanup. The rejected pairs generally avoid overstating evidence and the overall characterization of a heterogeneous cluster is supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "fb97ca536c5cf4244ea05c653fe74928d253037196ec479ee4a55e95bff07f02", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39059, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the items span unrelated model bugs, config regressions, backend incompatibilities, and loading/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue emerges; the set is a grab-bag of distinct transformers/model/runtime failures rather than duplicates of one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative for the cluster because the topics diverge across models, tasks, and backends.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and table-question-answering crashes are unrelated tasks/models with no shared code path." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a PretrainedConfig pydantic break are different version-regression classes, not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A DeepSpeed ZeRO-3/BertModel indexing error is unrelated to a torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization in v5 and a table QA crash are different problem areas and code paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure does not match a config-field/pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat APIs, but one is a model crash and the other is a streaming inference API failure; not enough evidence of the same defect." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 loading fails for a different reason than table-question-answering task crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are distinct model-specific regressions." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "A streaming chat/completions failure and an MPS histogram kernel limitation are different backends and bugs." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing errors in Mixtral and an MPS Int histogram limitation do not share the same code path." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/precision-adjacent, but one is torch dynamo tracing on Mixtral and the other is autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "A Voxtral processor failure and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "An ImportError for GenerationMixin and a Gemma3 sliding_window_pattern error are separate API regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device_map mismatch are not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing/shape errors, but one is a mask-length mismatch and the other is a zero-sized tensor during Gemma3/ZeRO-3 loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are different features and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig field break are both config-related but clearly distinct regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel support are different MoE/parallelism issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from increased CUDA reserved memory is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming inference failure are different models and runtime paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights and a pydantic field regression are distinct v5 breakages." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming chat failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code model loading breakage and torch/transformers version incompatibility are different compatibility problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig field issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing errors and missing Float8 storage are separate low-level runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero-sized tensor indexing are both indexing errors, but they arise from different models and contexts." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 text-embedding quality regression and nonsensical AutoModel/pipeline outputs are related only by model family, not the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized inv_freq after to_empty(cuda) are separate Qwen3.5 issues with different mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 SFT embedding unpacking are different model/trainer failures." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and TRL embedding unpacking failure are unrelated training-time bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but one is a trust_remote_code cache-path collision and the other is loading the wrong module after save/load; not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are different model families and code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and translation-model tied weights are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8 failure and flash-attn2 fallback checks are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823" + ], + "prepared_review_unit_hash": "7d45d596643b2100663b405a7c5d9d4d8f7986496b00654164d603f06edb9ceb", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36973, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of distinct Transformers issues. The only strong duplicate-like matches are the non-persistent-buffer regression reports, and possibly the SigLIP2 discrepancy reports; most other soft pairs are clearly different bugs, models, or failure modes.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest, broadest report of the non-persistent-buffer regression and best captures the underlying bug family represented by the strongest duplicate-like edges.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the most actionable description and broadest impact among the likely duplicates; it reads like the best canonical reference for the buffer-corruption regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed run command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs tied-weights handling in translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same issue as tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to the removed run-command documentation issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete bugs: detokenization regression vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying bug; one is Qwen NVFP4 runtime failure, the other is a GraniteMoEHybrid method error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5, just with different phrasing and scope." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different bug from non-persistent-buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Separate Qwen/Phi runtime failures: autocast dtype mismatch vs Flash Attention crash from 3D position_ids." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import exposure of AutoImageProcessor is unrelated to the torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to non-persistent buffer materialization/loading going wrong; 45902 looks like a specific manifestation of the same regression family." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes API incompatibility is unrelated to the Float8 storage error." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but the reported failures are different enough to treat as separate issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error for Voxtral is unrelated to Molmo's missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is unrelated to a tokenization behavior change." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention crash from packed-sequence misinterpretation is not the same as CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: Voxtral tokenizer loading vs glm-4v-9b loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness and int4 quantization OOM are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model failing to load." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "These look like the same SigLIP2 discrepancy bug: worse embeddings in HF versus the original JAX implementation." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields in AutoConfig output while the other is broad model breakage in recent versions." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression is unrelated to AMD GPU execution failure." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading failures for different checkpoints; not the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are distinct training-memory issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a Qwen2_5_VL class and a bitsandbytes Int8Params constructor mismatch are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code compatibility regressions and Gemma4 device-map mismatches are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: the accepted soft edges are limited to the non-persistent-buffer regression family and the SigLIP2 discrepancy pair, while the rest are reasonably treated as distinct bugs or docs issues. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "0fb6d0f04185a088a1f0faed8226d560a540f18be281c9b1dc999ea9b01ae199", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37391, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with only a few clear duplicate subclusters: docs about removed pipeline tasks, init_empty_weights / _is_hf_initialized compatibility, ZeRO-3 weight loading in Qwen3-family models, and Qwen3/VL video regression. Most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the items split into several unrelated regressions; if a representative must be chosen, issue 45020 is the broadest loading/regression report, but it is not a true umbrella duplicate for all items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest, most central user-facing regression report in the set, but it still only covers one slice of the cluster and should not be treated as a global duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3/MoE and LoRA, but one is a model-compatibility failure and the other is a training warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both touch model loading, but one is add-new-model-like/TOKENIZER_MAPPING_NAMES behavior and the other is remote_code regressions; too different to merge." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; same broad area, different concrete problems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failures: autocast dtype mismatch vs device_map auto placement mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific load/runtime issues; no clear shared code-path." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash and flash-attn fallback blocking are unrelated fixes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed text/summarization/translation pipeline tasks, but the docs still reference them." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent loading regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer/codec regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying vs non-persistent buffer corruption are different state-loading/model-initialization bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different model loading failure vs unrelated flash-attn fallback check." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8 failure is a quantization-specific issue, not the same as remote_code loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3 index error on a non-pretrained Bert model and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-adjacent, but one says the model cannot run and the other is about fbank feature extraction; not enough to call them duplicates." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs corrupted Ovis2 checkpoint are distinct loading failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying incompatibility around the new _is_hf_initialized argument / init_empty_weights path, with bitsandbytes wrappers failing on it." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different root causes: Qwen3 MoE FP8 config failure vs bitsandbytes/_is_hf_initialized compatibility." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 failing to load Qwen3-family weights, likely the same loader/path bug manifested on different variants." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is an actual tokenizer loading regression for a different model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Model loading/checkpoint issues for different architectures; no shared concrete failure." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer API error vs tensor-mask shape mismatch; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing support flag on a remote-code variant." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Attention-related crashes, but one is a gradient-explosion/regression in Qwen3.5 and the other is an AttributeError on s_aux=None in flash_attention.py." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init compatibility vs CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but the mask/tensor size mismatch is generic and could come from many different causes; insufficient evidence for a duplicate." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same video-input regression family in Qwen2.5/Qwen3 VL models on 5.3.0, with 44560 appearing to be a specific manifestation of the broader 44479 bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different models and likely different causes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight error vs image processor segmentation-map handling." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and an autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are rotary/position embedding issues, but they affect different models and different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are plausible same-bug clusters, while the rejected pairs are mostly separated by clear root-cause differences rather than just sharing a broad subsystem label. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "87659b1d3cb56047cc49489505a8603c142138362dba9b66cdd69acab041fc17", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37195, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose set of unrelated Transformers/model-loading bugs, with a few near-duplicate regressions around the same exact failure mode. The clearest duplicate pair is the non-persistent buffer regression; custom-model init in notebooks also looks like the same v5 regression. Other similar-looking model issues are not safe to merge from titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the broadest and clearest report of the non-persistent buffer regression, and it has an exact duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it describes a concrete, versioned regression with a clear, reusable summary and matches the duplicate pair exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete bugs: FSDP2 shared-kv state handling vs device-map forward mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problem domains: GGUF/gpt-oss model support vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated regressions: non-persistent buffer corruption vs a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug is evident; GGUF model support and Float8 storage lookup are separate failures." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers 5.0.0 custom-model initialization regression, with the notebook report just being a narrower manifestation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-vl embedding issues, but the failure modes and calling contexts differ enough to treat as separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 failure vs generic meta-device model loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class is not the same bug as meta-device loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No concrete shared code-path problem; 3d_parallel runtime failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping validation failure is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model name, but the titles point to different symptoms and likely different root causes; not enough to merge strictly." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different mechanisms: LoRA compatibility across HF versions vs packed-weight handling in Accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 model-loading topic and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading, the other is save_pretrained key serialization; related model family but different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but the titles alone do not establish the same underlying bug beyond being similar failures on different BERT models." + }, + { + "left": "issue:43632", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` flag regression vs tokenizer-mapping constraint in add-new-model-like." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and subsystems: video embedding/StopIteration vs mask shape IndexError." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-3 BertModel initialization error is not the same as tokenizer-mapping validation failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel Zero-3 index error and tokenizer-mapping validation are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but the model/config validations are different enough that the titles do not show the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory issues, but device-map offload and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/hf4.x compatibility is unrelated to Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD optimizer args are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and mmap-induced OOM are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Missing import symbol for one model class is unrelated to a weight-shape mismatch in another model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The duplicate call on issue:43644/44534 is well supported by the titles, and the accepted soft-edge pair (43645/43646) is plausibly the same custom-model initialization regression with the notebook issue as a narrower case. The remaining pairs are mostly rejected cautiously, without overclaiming evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "ad051c895d7216bef023214b9a06fc3832669c4839df2fc952eecf27d9a45848", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regression reports (model loading, save/load, quantization, tokenizer, and architecture-specific bugs). There are no PRs here, and only the resize_token_embeddings reports form a plausible duplicate subcluster; the rest are too model- and codepath-specific to merge.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45276 is the clearest hub of the only real duplicate-like subcluster: it states a concrete `resize_token_embeddings` propagation bug and is close to the more generic companion report.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the best representative of the cluster\u2019s coherent slice because it captures the shared `resize_token_embeddings` regression without collapsing into a single model-family-only phrasing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different model families and symptoms; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "One is a documentation/example problem, the other is a runtime model-output regression; different issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both involve loading problems, but they target different models and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization themes, but the underlying bug descriptions are different." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load failures; no clear shared bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is quantization OOM; not the same change." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is notebook custom-model setup." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the crash causes and code paths differ." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "These are unrelated model-loading and embedding-resize issues." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but the models and failure modes differ." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error is unrelated to the Whisper pipeline regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression affecting nested embedding/output modules; only the model-specific target differs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is about `extra_state` in save/load, the other about `init_empty_weights` argument handling." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are reported on different model classes with no evidence of one shared concrete codepath." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both reference compatibility/loading concerns, but they are distinct failures." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch is not the same as a separate tokenizer-loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A docs/example bug and a model-specific GLM5 issue are not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model architectures and different failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug vs FSDP2 shared_kv_states bug; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma subsystems and different failures." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory/quantization-related, but the reported bugs are distinct." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batching leak and Gemma4 device-mismatch are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init argument handling is not the same as mmap/OOM behavior." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different save/load breakages." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen loading regression versus a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can lead to OOM, but the causes are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` bug; one report is the Gemma4-specific version and the other is the generic output_embeddings report." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/pretrained flows, but one is permissions propagation and the other is wrong-module loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pairs, 45276/45335 and 45276/45292, are plausibly the same resize_token_embeddings propagation bug and look mergeable into one PR. The rest of the rejections do not overclaim duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:45701", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "b6686c2780ff051284d8d74f4c2106a6085fcb1f97b52c3394f887e6a581ac3f", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37721, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue-to-issue near matches across different models and subsystems. The only clear duplicate pair is the token-embedding resize bug in 45292/45335; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45292 is the broader, more general report of the same resize-token-embeddings propagation bug; 45335 is a model-specific variant for t5gemma.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best canonical issue because it states the core API-level defect succinctly and applies beyond one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA/PEFT effectiveness and the other is eval-mode incompatibility." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: extra_state save/load handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model-loading regressions affecting different model families and causes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different failure modes: device-mapping cuda assert vs embedding/token leakage in batched AudioFlamingo3 inference." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Separate code paths: flash_attention sinkless crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model init in notebooks is unrelated to resume_from_checkpoint max_steps math." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings updates one embedding path but not the output/decoder embeddings." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: autocast dtype mismatch vs meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but they reference different models and do not clearly share the same concrete defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization issue is distinct from extra_state serialization handling." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility is not the same as an autocast dtype-mismatch bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and loading mechanisms; not the same checkpoint-conversion bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated: compiled flex_attention regression vs Gemma4 device placement mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is distinct from mmap-related OOM." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a forward-pass device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different issues: library/version compatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is not the same as a general tokenization change report." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction references another issue and the PagedAttentionCache crash is a different bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: invalid linear_attention group type vs compile-time non-template-node error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they document different pipeline behaviors and different removed/changed APIs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/checkable model export bug is unrelated to Perceiver resize/interpolation failure." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Different symptoms and models: Whisper pipeline regression vs MXFP4 loading fallback." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression on specific Qwen VL models is not the same as a mask-shape IndexError." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen3.5 input-embedding unpacking with TRL." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and failure types: storage lookup vs compile error." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the concrete failures and reported symptoms are different enough to keep separate." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel IndexError is unrelated to torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs are not the same bug as ModelOutput key assignment with None." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both are loading issues, but one is a T5Tokenizer method-name conflict and the other is gguf_file handling for from_pretrained." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to unwrapping text_config in composite Qwen multimodal configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are appropriately conservative. The only accepted pair, issue:45292/issue:45335, is well supported by the titles as the same resize_token_embeddings propagation bug, with 45292 being the broader report and 45335 a t5gemma-specific variant. The remaining pairs are reasonably kept separate based on differing models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:44464|issue:45987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "99cad24dd7878ff60cd8c99ac39bbfd67ec5833a92a1938e932954c8f7be021c", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37244, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with a shared v5-regression theme; there are no strong duplicate pairs or mergeable PR candidates here.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43611 is the best anchor for the cluster because it is a broad, concrete Transformers v5 regression affecting model loading via `base_model_prefix`, which is more representative than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most suitable representative issue: it describes a core v5 breakage in a common loading path and is broad enough to stand in for the cluster's general regression theme without overfitting to a single model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline `return_language` and CamemBERT masked-LM prediction issues are different models, APIs, and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are both memory-related, but they are different layers and root causes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model tokenizer regression and the other is a Mistral regex patch crash from a missing backend attribute." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM output corruption is unrelated to EMBEDDIA tokenizer loading failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement and Qwen3.5 MoE CPU-offload rotary embedding are separate code paths and different bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and Whisper `return_language` regression are unrelated subsystems." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` save/load handling and Qwen v5.3 video-input regression do not describe the same defect." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration failure and compiled flex_attention on torch>=2.9 are unrelated change areas." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading reports, but they affect different models and different failure mechanics." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are separate runtime/init issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is a model-loading/base-model-prefix problem while the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and tokenizer post-processor updates after special-token changes are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and template compilation errors are different model/runtime failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor is not the same bug as a lower-level `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two model-loading failures for different repositories; they do not share the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is unrelated to Qwen3.5 paged-attention cache crashes." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are different tokenizer/model issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal IterableDataset failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and tokenizer loading for `cjvt/sleng-bert` are not the same underlying defect." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch decoding ignoring `skip_special_tokens` and empty-transcription failure after `align_special_tokens` are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading `vesteinn/ScandiBERT` and loading `physical-intelligence/fast` are separate model-specific regressions." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation errors are different compiler/runtime problems." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "`gguf_file` breaking AutoTokenizer/AutoModel loading and Qwen2.5-GGUF loading failure are related only at a high level, not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and `StaticCache.get_seq_length()` type contract breakage are separate generation/cache issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE memory usage during training and Qwen3.5 paged-attention cache crashes are different symptoms on different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk values and custom model initialization breakage are adjacent v5 regressions but not the same underlying issue." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading failure and Qwen2.5-GGUF loading failure are different loading paths and root causes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated model internals." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and Jupyter custom model initialization breakage are not the same defect." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask batching issues are different layers of the audio stack." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute errors and tokenizer loading failures for EMBEDDIA are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:43645|issue:44534", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:42915|issue:44291", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "8a82c563af9979a3842ed975ab5c967a04956401286f65e02d0d042506ce8088", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer/v5 regression reports. The only true duplicate-looking pair is the Qwen3.5 save_pretrained regression and its narrower visual-encoder-keys report. The Qwen VL video-input/position-id pair looks related, but not clearly the same bug from the titles alone, so it should not be merged as a duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "44479 is the best broad representative for the Qwen VL regression reports because it spans multiple affected Qwen variants and describes the user-facing video-input breakage at a higher level; 45325 is related, but not confidently the same defect from the available evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest anchor among the issues because it is the broadest, clearest Qwen VL regression report in the packet. It is representative of that subgroup without overcommitting to the narrower rope-index/position-id theory for 45325.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied lm_head weights, but one is a model-specific tying bug and the other is a serialization inconsistency; not the same concrete defect." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync overhead is unrelated to a cache-length return-type contract issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures in recent transformers, but they affect different models and do not point to one shared bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model regressions: one is bad outputs from AutoModel/pipeline, the other is an input-size mismatch in a processor." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific bugs: missing padding-mask support vs missing STE in DAC." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is a different path from an OmDet-Turbo processor resolution bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on new torch versions are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for ScandiBERT is not the same bug as the Mistral regex crash." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: loading physical-intelligence/fast vs Mistral tokenizer regex patching." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower report about incorrect visual encoder keys." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related model-loading issues, but they involve different breakpoints and different error mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied-lm_head loading bug is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and a model-loading failure are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8-ish workflows, but the failures are different code paths and error types." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to loading-noise complaints." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to strict config handling for granite_speech." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The titles show related Qwen VL/video-input and position-id themes, but not enough to say they are the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in a torch install is not the same as a tensorboard-without-TF backend error." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper cannot run and missing Float8 storage are unrelated runtime/storage issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity quality on one model is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code model-loading regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge accept is too assertive for the packet: issue 44479 vs 45325 is only supported as a related Qwen VL visual-input/position-id area, not clearly the same underlying bug from the titles alone. The canonical/best-representative reasoning also overstates the shared rope-index root cause. The rest of the verdicts look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:43818|issue:45357", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:40444|issue:45325", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:42175|issue:43296", + "issue:44265|issue:45072", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "b1f82859e6bdbd2fb5160b7639b1e65873ffaa5efde2b4f1ae8673f85cc439fa", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36993, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated or only loosely related issues, with several distinct themes around Transformers v5 loading/init regressions, Qwen/Qwen2.5-VL multimodal bugs, and a few tokenizer/model-specific failures. I found no pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the largest theme in the cluster: Transformers v5 model initialization/loading regressions. It is more central than the narrower neighbors like base_model_prefix, _is_hf_initialized, or init_empty_weights failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it captures the broadest and most generic regression pattern present here, even though the cluster as a whole is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor refresh and the other is add_special_tokens behavior for a specific tokenizer; different bugs/code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about noisy logging during transformer loading, the other about tokenizer loading regression/ignoring tokenizer files; not the same issue." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 internals regressions, but one is _is_hf_initialized handling and the other is non-persistent buffer initialization; distinct failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but one is generic multi-GPU training and the other is IterableDataset/multi-image prompt failure; not the same concrete bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer file selection vs Granite token ID regression; both are tokenizer-related but not the same underlying defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and code paths: device_map/offload load failure vs memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length default are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is dataset/multi-image prompt handling and the other is still-image temporal position_id scaling; different bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and missing supports_gradient_checkpointing flag are related only broadly, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both stem from v5 loading changes, but one is an unexpected argument during init_empty_weights and the other is a storage-type lookup failure." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config failures: Qwen2.5-GGUF load error vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different model families and failure modes: MIMI padding-mask batching bug vs Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex patch AttributeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "One is a Qwen3-MoE sliding_window bug; the other is init_empty_weights/_is_hf_initialized. Different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs PaddleOCR-VL load failure in vLLM; not the same underlying bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/exportability with torch_compilable_check is different from dtype mismatches in inference." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: SigLIP2 nonsensical outputs vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and dtype mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix handling and the other is broader custom model initialization; not clearly the same defect." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime issues affecting different model classes; no shared concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific failures, but Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate low-level regressions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a weight-tying bug in AyaVision and the other is serialization inconsistency; not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF v5 loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is iterable-dataset/multi-image prompt handling and the other is video vision_position_ids; distinct bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL positional encoding, but one is still-image temporal position_ids scaling and the other is video input vision_position_ids; too different to merge confidently." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43873|issue:45701", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "029178e96e6e24c63ef2d6f04193808d9efb4329d3f42b23f30cebf7b6105b56", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36931, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pocket around quantization/offloading load failures. Most other pairs share a subsystem theme but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest and most current offloading/quantization report, so it best serves as the umbrella issue for nearby loader/offload failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the clearest umbrella for the recurring offloading-under-quantization failures in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: FSDP CPU-efficient loading vs a ModelOutput key-assignment defect." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key handling." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Separate failures: a specific vLLM/PaddleOCR-VL load issue vs torch-transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal/device-related, but the concrete failures differ: video-input regression vs forward device mismatch." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeds/past KV is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights argument mismatch is a different loading bug from strict config rejection." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM causes and code paths: int4 quantization memory growth vs Sam3Video model memory usage." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-load failures with no clear shared code-path or root cause." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific add_special_tokens behavior and the other is a broader wrong-token-id regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope/position id handling." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch on CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to export/check failures in vision models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but the failing models and symptoms differ; not the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/garbage generation is unrelated to torch.compile SDPA failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to the OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "These describe the same offloading+quantization loading path: a concrete device_map/offload failure and the broader quantization/offloading regression." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/garbage text generation is not the same bug as bfloat16 dtype mismatch in CI." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and failing to unwrap text_config are separate config/model-construction issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing problems: padding-mask behavior vs interpolation on non-default resolution." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion/loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are unrelated symptoms." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity is not the same as gradient checkpointing being ineffective under LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of tied lm_head weights is a different bug from incorrect visual encoder key saving." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying failure is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both touch loading/offloading broadly, but tokenization changes are a different subsystem and bug class." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "A vLLM/PaddleOCR-VL load failure is unrelated to strict config blocking granite_speech config loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted pair (issue:43317 \u2194 issue:43873) is a plausible duplicate pocket around quantization/offloading load failures, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles/descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:45632|issue:45684", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:44423|issue:45406", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:44610|issue:44898", + "issue:43873|issue:44756", + "issue:44186|issue:44610", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617", + "issue:43526|issue:43881", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "20d96aded8a285ef18a9f35db27602d1c759852f5ae0587c245aac1abfd796af", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37656, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning tokenization, multimodal processors, quantization/offload, trainer behavior, and model-specific loading/runtime bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: glm-4v loading crash vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: Qwen3 auto device-map CUDA assert vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied lm_head in Mistral3ForConditionalGeneration; the other is Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: 3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different problem domains: generation-cache behavior vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype staying float32 is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate save_pretrained issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash is not the same as dtype mismatch in inference wrappers." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and est-roberta tokenizer loading are different regressions." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash differs from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "SDPA/torch.compile bug in Bamba is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to a broad tokenizer-version regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer kwarg compatibility bug and 3d_parallel.py failure are different issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: OmDet-Turbo size mismatch vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and Strix Halo mmap OOM are separate memory/loading problems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash is unrelated to OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization break are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to apex FusedRMSNorm memory leak in T5." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression across Qwen variants is not the same as TRL embedding unpacking failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba SDPA/compile failure is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and dequantized model GPU+CPU offload failure are distinct." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 CUDA assert and Llava Next segfault affect different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression is not the same bug as a general tokenization-version change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to tokenizer-version changes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-map assert and GPT-OSS tensor-parallel issue are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to Granite token ID regression in AutoTokenizer." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 CUDA assert and 3d_parallel.py runtime problem are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44514|issue:44545", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "49f409b7e7626dc95e73c518343c0809ddff9bb66ee8d342d855ea62e389313c", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35630, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports across unrelated subsystems. The only clear duplicate is the pair of Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False (issues 44514 and 44545).", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44514 is the earliest and more detailed report for the only true duplicate pair in the set, so it is the cleanest canonical issue target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best consolidation target overall because it reports the same bug, has inbound references, and likely captures later discussion around the duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload behavior; different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal loading/runtime errors with different triggers and code paths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is runtime post-processor updates and the other is wrong Granite token IDs; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different crash conditions." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Inconsistent slow/fast tokenizer behavior is broader and separate from the T5 add_special_tokens load conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure are different code paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies docs and removed pipeline task documentation are both docs issues but not the same change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but they are distinct model-specific bugs with different symptoms and causes." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing update and version-dependent tokenization changes are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are separate issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior do not share the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and composite config unwrapping are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same batched apply_chat_template crash with padding=False; clearly the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "One is tokenizer backend runtime special-token syncing; the other is DiaConfig custom token IDs persisting incorrectly." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and an incorrect save_pretrained key regression are different issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local path trailing-slash import warning and undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are distinct bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bf16 dtype mismatch in different model wrappers are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is well supported by the identical titles and matching crash description, and the rest are plausibly rejected as different bugs or code paths. The cluster-level summary is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:34634|issue:41720", + "issue:45704|issue:45859", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43540|issue:44008" + ], + "prepared_review_unit_hash": "14cf25bb103c05fc31cfc5652c9212251a7e8e5b5ec1e6f5ad48e2c4d11a5d15", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one duplicate group. The only clear duplicate pair is the offline tokenizer regression: 42886 and 44843 both point to the same HF_HUB_OFFLINE / tokenizer-loading failure, with 44843 exposing the likely root cause.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44843 is the best anchor for the only genuine subcluster because it identifies the specific `_patch_mistral_regex` / unconditional `model_info()` offline regression, while 42886 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the most actionable and specific statement of the underlying bug, so it is the best representative issue among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: model loading for a specific repo vs PIL image processor dependency handling." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is a storage/type import error. No shared code-path." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping in `from_config` is unrelated to CPU offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Generic tokenizer `AddedToken` argument collision is not the same concrete bug as failing to load one specific model repo." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor size mismatch are different model/processor issues." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag on a trust-remote-code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen composite-config unwrapping failure are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 names the likely root cause in `_patch_mistral_regex`, and 42886 is the user-facing cache-load failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure is unrelated to trainer.evaluate() breaking after train()." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 `shared_kv_states` bug is unrelated to the gradient-checkpointing flag issue." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor update behavior is not the same as BigBirdTokenizer mask-token registration causing empty decode output." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to exploding gradients under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend runtime special-token updates and LayoutLMv2 NER/padding crashes are different bugs." + }, + { + "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:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 auto device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex RMSNorm leak and Qwen3_5Moe CPU offload incompatibility are different problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL video vision-position-id bug are different failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one is a hard crash in `_patch_mistral_regex` while the other is a codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regression issues are unrelated to `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation for Qwen3.5 is unrelated to the broader single-label-classification zero-loss issue." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization failure is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES`." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading under accelerate and DAC STE mismatch are different model implementation bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing failure is unrelated to a `GenerationMixin` import error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma 3n variable-name collision are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairings are clearly about different models/subsystems, and the lone accepted pair (42886/44843) is well supported by the titles as the same offline tokenizer-loading regression. The soft-edge rejections are appropriately conservative given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:43388|issue:46032", + "issue:42915|issue:43746", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "70e81c54da60f475ac6f93655de60825eeafe261d6c2ccb5c05852d275b7c7da", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer/config/model-regression reports across many unrelated code paths. None of the soft pairs look like true duplicates; the broadest umbrella item is the remote_code regression report, but it only serves as a weak cluster representative.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the issues, covering recent remote_code-related regressions, while the others are narrower model- or tokenizer-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best available placeholder for the cluster because it is the most general and reusable report, though it is not a true duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: local checkpoint loading with PEFT adapters vs quantized model save/load corruption after sinq." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated failures: missing CLIPOutput attentions vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different tokenizer/loader paths: BigBirdTokenizer mask token registration vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different validation/modeling issues: input_ids vs inputs_embeds error handling vs degenerate zero loss for single-label classification." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config problems: optional post_init restriction vs num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache producing wrong results." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model bugs: sparse layer creation in SwitchTransformers vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failure modes: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and causes: Bamba torch.compile+SDPA failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling breakage vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different concrete bugs: SDPA/torch.compile issue in Bamba vs DAC.from_latents mismatch from missing STE." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/runtime issues: PEFT checkpoint loading vs offloading with quantization." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different API regressions: non-persistent buffer corruption on from_pretrained vs StaticCache.get_seq_length return type bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model/tokenizer paths: LayoutLMv2Tokenizer NER padding crash vs Perceiver image-classification resize/interpolation failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-flag conflict vs failure to load a specific model." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs in different components: special-token registration vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same general area but different bugs: offline model_info call in _patch_mistral_regex vs backend_tokenizer attribute error in the same helper." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision/video-related, but the bugs differ: Qwen3OmniMoe video input ValueError vs Qwen2.5-VL vision_position_ids mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family failures: weight_only loading error vs flash-attention generation regression." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and symptoms: Blip2 dtype persistence vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one is missing fields with trust_remote_code and the other is strict config rejecting granite_speech." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and outputs: Pegasus generation vs CamemBERT masked LM." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer/processor bugs: runtime post-processor not updating vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different failures: void segmentation map processing vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a high level: specific is_torch_fx_available breakage vs broad remote_code regressions; 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": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43825|issue:43994", + "issue:45584|issue:45834", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "77e8243a05a682560bcabea717c3c76527a9b400887e57836fa3a6e8a92a3ead", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36253, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges should be accepted; the candidate pairs describe different bugs, regressions, or doc issues rather than the same underlying change. There is no real duplicate cluster in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43825 is the clearest standalone bug report in the set, but there is no true duplicate cluster to canonicalize around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the best overall issue candidate here: it is specific, user-facing, and actionable, with a narrowly defined regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Different topics: GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: AutoImageProcessor URL loading vs a template compilation TypeError." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different models and code paths: Llava Next load-time segfault vs an MPS histogram/int error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index errors are separate issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message regression; the other is nonsensical SigLIP2 outputs. Not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index errors are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to Kosmos2.5 OCR handling." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime mismatches, but for different models and causes: CPU offload vs bfloat16 dtype handling." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to v5 pipeline removals, but one is an error-message fix and the other is documentation cleanup." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer loading failure are separate tokenizer bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError do not share the same underlying defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Index/mask shape mismatch in one case vs trainer.evaluate() failure after training in another." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but the second is too broad to \u092a\u0941\u0937\u094d\u091f\u093fably be the same added-token spacing bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but for different mechanisms and models: gguf_file handling vs a tokenizer load failure on est-roberta." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and bfloat16 dtype mismatch are different regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the reported dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer backend access crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different models and symptoms: tied lm_head weights vs a Qwen3VL weight_only loading error." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder text 'ADD THE DATA' is not a duplicate of an isolated reproduction report." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a general tokenization-version complaint are not the same issue." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings about tied embeddings, but they target different models and warning semantics." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and DAC.from_latents mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output changes are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45459|issue:45803", + "issue:43638|issue:44936", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:34634|issue:36331", + "issue:43526|issue:44554", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44568|issue:45488", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "554af501757b53280fdc3bed6a1e59e23467ac15943b8e15ed1a8805c6b76b20", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set: the paired issues mostly describe different regressions across unrelated model families, loaders, and processor/tokenizer paths. Similar wording is often due to shared transformer-version symptoms, but the underlying bugs are distinct.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because these items cover many unrelated defects; if a representative must be chosen, issue #45020 is the broadest regression report, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: MobileLLM-125M key error vs. remote_code breakage across recent versions. Shared version/regression context, but not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both mention multimodal config plumbing, but one is a video token-counting bug and the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling in tokenizer/image conversion paths, but they affect different functions and different failure modes." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Training-related reports, but one is a DeepSpeed ZeRO-3 indexing crash and the other is an evaluate-after-train state bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both relate to loading/serialization regressions, but one is junk non-persistent buffers in v5.0.0 and the other is broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Both are storage/backend compatibility issues, but one is a missing Float8 storage type and the other is an incorrect torchvision dependency for PIL image processors." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Both involve model/processor behavior, but one is local checkpoint loading for PEFT-adapted GraniteSpeech models and the other is Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model correctness issues, but one is SigLIP2 unexpected zero probabilities and the other is an OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example/quantization issues versus gpt-oss-20b MXFP4 quantization fallback; different models and different root causes." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch is a codepath bug, while DiaConfig loses custom token IDs after save/load; both are generation-related but unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both concern Qwen-family loading/generation, but one is a unit-test model load issue and the other is a flash-attention generation regression." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is a module export problem; Jupyter custom-model initialization is a notebook/runtime issue, not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is Bamba-9B-v2 failing under torch.compile with SDPA; the other is MXFP4 quantization fallback for gpt-oss-20b." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Both touch trainer/audio-style APIs only superficially; Bark voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is a loader bug; OmDet-Turbo has a processor/model image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying failure causing bad text generation is distinct from Blip2 dtype propagation not updating model.qformer/model dtype." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized TypeError are both init/loading related, but the code paths and fixes differ." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to a custom Trainer compute_loss signature change." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and multimodal video token counting are separate bugs in different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default differs from Whisper batch_decode skipping special tokens; both are processor issues, but not the same one." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec/regex warning regression affect different tokenizer implementations." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM.from_config text_config unwrapping are both config-related but distinct defects." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper names in multimodal token counting versus incorrect batched video processor output shape; related to video, but not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video VLM regressions, but one is a token-counting implementation error and the other is a broader v5.3.0 video input regression across models." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is a training bookkeeping issue; high perplexity on gpt-oss-20b is a model/perplexity evaluation problem." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but one is add_special_tokens behavior for mdeberta-v3 and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer semantics." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but bark-small device mismatch and Qwen3_5MoeTextRotaryEmbedding incompatibility are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44913", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357", + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:38175|issue:44898", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:43257|issue:43696", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:44913|issue:46121", + "issue:34567|issue:36331", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "6698e05947841915b39d688509b225b2f45bbb539b0f8e5de07622d3eeed2c87", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37685, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, vision, quantization, training, and device-mapping bugs. None of the soft pairs look like the same underlying defect or a mergeable PR-equivalent change.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45701 is the broadest umbrella-style item and has the most inbound references, so it is the best candidate to represent the cluster even though the set is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most globally suitable issue because it is open, broadly phrased, and appears to aggregate follow-up discussion better than the more specific bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization-related behavior, but one is a specific Qwen3.5 hidden-state bug and the other is a broad version-dependent tokenization change; not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency versus TrainerState token-count tracking are unrelated subsystems and failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different regressions: RTDetrV2 output drift vs Qwen3.5 visual encoder save_pretrained keys." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-related loading issues, but one is MoE weights not converted with accelerate+deepspeed and the other is a weight-shape mismatch for Qwen3-VL; distinct code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a model-init compatibility bug, while PIL image processors requiring torchvision is an image-processor dependency regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and MobileLLM key error are different model-loading bugs with no shared code path evident." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping on Qwen3 is unrelated to a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on a CLIP model and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failures are different features and failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is not the same as GPT-oss MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model with transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are separate tokenizer/model-loading issues." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL/video regressions, but one is a broad v5.3.0 regression across multiple models and the other is a specific vision_position_ids bug for qwen2.5-vl." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A failing model load in transformers>=5.1.0 and a repo-files revision forwarding bug in hub integration are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and a multi-model v5.3.0 video regression overlap only superficially; the affected models and failure details differ." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto dequantized model offload failure is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but one is Qwen3OmniMoe ValueError and the other is a StopIteration in qwen3-vl-embedding; different concrete failures." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failures are different vision-model bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype not propagating and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are different dtype bugs in different models." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head weight tying and StaticCache.get_seq_length return type are different code paths and bug classes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange device bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized argument incompatibility are different loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE layer dropping are unrelated architecture/configuration issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate special argument and EMBEDDIA tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE load/conversion failure and GPT-oss OOM are not the same underlying problem." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and Gemma4 PLE device mismatch are different model families and different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a prior issue and qwen2.5-vl vision_position_ids regression are not the same bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reset on reload and convert_rope_params_to_dict TypeError are distinct configuration/validation issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter not updating and CustomTrainer.compute_loss signature breakage are unrelated training API issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex patch AttributeError are different tokenizer implementation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43643|issue:45375", + "issue:43526|issue:45479", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43582|issue:44977", + "issue:41762|issue:44936", + "issue:42175|issue:44938", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "a064de03ed4d9479f15600e5e32d08888005e3fe36fd34ae837ada745e1ec358", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; only the two SigLIP2 reports look like the same underlying bug. The rest are broad-loading/config/training regressions in different code paths, so they should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43994 is the clearest user-facing report of the SigLIP2 regression, with a concrete repro via AutoModel and pipeline; issue:43493 reads more like the diagnostic/root-cause framing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 best represents the one true duplicate pair here because it has the broadest impact and most concrete symptom description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 bug: both describe incorrect/nonsensical outputs from the HF implementation compared with expected behavior." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: missing fields from AutoConfig with trust_remote_code vs broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory topics, but one is FSDP loading and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import error vs TensorFlow backend packaging omission." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different subsystem and symptom: install/backend packaging vs missing Qwen2.5-VL import." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different code paths: init_empty_weights/_is_hf_initialized error vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs in different areas: Qwen3.5 save_pretrained visual encoder keys vs tokenizer ID regressions across models." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading related, but they concern different models and failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both mention model loading, but one is a gguf_file regression and the other is a specific model that fails to load; insufficient evidence they are the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Completely different bugs: torchvision dependency handling vs Mistral regex patch crashing on tokenizer internals." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different model-loading errors with different causes; not the same underlying issue." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Related to config handling, but one is missing fields in AutoConfig return with trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field omission." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different functionality: image processor label reduction bug vs sequence classification zero-loss bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different root causes: key error for MobileLLM vs missing Float8 storage object." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated maintenance issues: PEFT version pin vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but they are different models and different computations." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different error messages in different domains: missing PyTorch import vs LayoutLMv3 box-content clarity." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure modes; not the same code-path bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat templating and the other is video position-id computation; different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different workflows: DeepSpeed ZeRO-3 model loading vs trainer.evaluate() after train()." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend issue vs Python 3.14 load failure; not the same underlying problem." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: num_labels propagation in Qwen3.5 vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading regression and offline model_info calls in Mistral regex patch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted soft pair, issue:43493 vs issue:43994, is a reasonable duplicate call based on the shared SigLIP2 regression theme and matching symptom domain, while the rejected pairs stay conservative and do not overclaim sameness from generic loading/config similarities. Summary matches the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:45491|issue:46002", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:43577|issue:45588", + "issue:43550|issue:44361", + "issue:32090|issue:34567" + ], + "prepared_review_unit_hash": "656e35cae9535a93b972c96d002ec5f07c11f9bd051843c199d91a8ad695124d", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35606, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct bugs across unrelated subsystems (tokenizers, training, generation, device mapping, configs, and model-specific regressions). There is no strong duplicate core; the only repeated theme is broad tokenizer/trust_remote_code/tied-weights wording, but not the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43653 is the best anchor only in the weak sense that it is a clear, self-contained bug report with a specific repro and fix path; however, the overall cluster does not form a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43653 is the most representative issue to keep as a cluster exemplar because it is concrete and narrowly scoped, whereas the rest are mostly unrelated one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different problems: shard-size defaults in save_pretrained vs AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs assistant tool-call/no-content crash." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer access / image tokenization breakage vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but not the same concrete bug: device-dependent lm_head serialization vs translation-model tied-weight issues in v5." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-dimension runtime error vs LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: trainer lifecycle issue after train() vs Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems and symptoms: segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different bugs: unexpected zero probabilities in a vision model vs processor/tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but different models and failures: missing BigBird special-token registration vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different model families." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is BigBird mask-token decode behavior and the other is mDeBERTa BOS/EOS insertion in v5." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different issues: Blip2 dtype propagation vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the root causes are different: offline model_info call vs model-specific tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled chunked generation inconsistency and the other is recurrent-state reset in a specific modular model." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but the concrete bugs differ: missing fields in AutoConfig return vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen/device-map failures, and 43906 is only an isolated reproduction of another issue, not the same bug as the A800 cudaErrorAssert report." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/state issues: unexpected position-id key warnings vs quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: slow-vs-fast tokenizer inconsistency vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config bugs: BigBird special-token registration vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific failures: Qwen3-MoE sliding-window behavior vs MobileLLM-125M key error on load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is compiled chunked generation inconsistency and the other is flash-attention output failure for Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different bug classes: torch.compile+SDPA failure in Bamba vs config/token-ID persistence in DiaConfig." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but the concrete problem differs: auxiliary-loss normalization vs native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different model/runtime bugs: Blip2 dtype loading vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: compiled SDPA failure in Bamba vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer issues: NoneType broadcast error vs TrainerState num_input_tokens_seen not updating." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43452", + "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:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45812", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:45823|issue:46050", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43756|issue:44913", + "issue:44568|issue:45812", + "issue:28282|issue:33357", + "issue:28282|issue:32090", + "issue:43688|issue:43749", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43577|issue:44554", + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "2daff6e0fe39c376bb60449d51f312a9bfcdf9142be607ef90fe09cdbd516bae", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36826, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across tokenization, config serialization, multimodal inputs, device mapping, and training APIs. The soft links are mostly superficial theme matches rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45812 is the strongest standalone bug report here: it describes a broad, concrete regression in AutoTokenizer output IDs for Granite models with clear impact and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant issue in the set, with a specific silent regression, clear reproduction, and wide model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different failures in different loading paths: Beit legacy-field preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated models and code paths; one is a preset loading issue, the other is a torch.compile/SDPA runtime failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and bugs: Beit preset metadata vs OmDet processor image-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq reload breakage; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both mention tokenizer behavior, but 43906 is only an isolated reproduction of another issue and there is no evidence it is the same root cause as the v4.57.3\u2192v5.0 tokenization regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch training/distributed behavior, but the concrete errors are unrelated: NoneType GPU broadcast vs multi-GPU training on Qwen2-VL." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures: a MobileLLM key error versus loading an AutoImageProcessor from URL." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling for tokenizer/CausalLM and the other is a model-specific inability to load ScandiBERT." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different bug classes: CUDA assert under auto device mapping versus inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/placement, but one is a device mismatch under device_map=auto and the other is quantized model persistence after save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to an ImportError for GenerationMixin." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different subsystems entirely: SigLIP2 implementation discrepancy versus an incorrect pipeline error message." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to incorrect visual encoder key serialization." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DiaConfig custom token ID loss are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token ID persistence are different code paths and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different configs with different missing attributes and likely different regressions." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-handling regressions are separate issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE layer count mismatch in Smollm3 is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is wrong token IDs for Granite models; different concrete bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to a MacOS bus error in CLIP model loading." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "No shared root cause: environment import failure versus distributed broadcast type error." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated training bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both are training-related, but the concrete API mismatch in compute_loss is not the same as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a documentation example/model-processor mismatch and the other is an implementation discrepancy against JAX." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased MIN_PEFT_VERSION bump are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a video-input processing error and the other is a flash-attention generation bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to num_labels not propagating into Qwen3.5 text config." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "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:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43278|issue:43844", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43688|issue:45701", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44423|issue:44734", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "10fb12f33da630aef419f42259af08a70204b70876a5199676de2e4db81868eb", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy similarity group: several Qwen/Gemma/SigLIP/Tokenizer/loading regressions appear related on the surface, but the pairwise matches do not describe the same concrete bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft-similarity pairs are not true duplicates of one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the items span many unrelated failures, so any one issue would be a poor representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs StaticCache return type contract." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both touch model internals, but one is RoPE-layer dropping and the other is a feature-extraction helper behavior change." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are loading regressions after 5.0, but they involve different config fields and different model families." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing default input feature and the other is a multi-GPU CUDA OOM." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different failure modes: model-specific load failure vs unconditional hub API call breaking offline mode." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to the DeepSpeed ZeRO-3 gradient issue." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModel config unwrapping." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different models and bugs: legacy preset loading vs CPU offload device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load breakage." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated import/export issues: missing Qwen2.5-VL symbol vs missing Float8 storage type." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but OOM and device mismatch are different code-path failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are distinct problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different model/evaluation dtype issue vs DeepSpeed gradient inflation." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Completely different components: BEiT semantic segmentation loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 loading regressions, but missing pad_token_idx and unexpected _is_hf_initialized are separate API breaks." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: float8 storage resolution vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Distinct issues: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both involve token IDs, but one is save/load config persistence and the other is tokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different bug classes and code paths; no shared underlying fix." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device handling, but one is a real CPU-offload mismatch and the other is a stale CI test override." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they fail in different places: multimodal tensor conversion vs KV-cache continuation indexing." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM in tensor-parallel loading is unrelated to a version pin on unreleased peft." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the MIN_PEFT_VERSION bump." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal config area, but one is num_labels propagation and the other is config unwrapping in from_config." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 inference quality issue vs a generic unexpected position-id key warning; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and sinq save/load quantization break are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43572|issue:43957", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43550|issue:43844", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "fbefbd26a796e58b503c6713a1431a5e0a89b8d26eeaaef8330d2aa7f2cf9f54", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a false-positive cluster of unrelated issues across tokenization, generation, model loading, quantization, multimodal processing, and training/runtime edge cases. None of the soft pairs appear to describe the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the set, so it works best as a loose cluster representative; however, it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative only because it is broad and active (open, multiple references/discussion), not because the cluster contains true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation failures: compiled forward inconsistency vs Whisper empty-transcription handling." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is all-zero assistant masks while the other is a crash on tool-call messages." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated problems: ZeRO-3 gradient growth during training vs model loading failure on latest transformers." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and a flex_attention import version check are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs quantization/offloading are distinct model/training concerns." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to flash_attn import key errors on Python 3.13." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is not the same as Gemma 4 token-type ID defaults." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and output_hidden_states behavior are different generation bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior is not the same as sinq save/load breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list validation." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing and CLIP bus errors on MacOS have no shared underlying cause." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression is separate from OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure and RT-DETR memory retention are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config field regression does not match meta-device loading failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "lm_head.weight serialization depends on device state; LoRA merge with extended vocab is a different failure mode." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults are unrelated to Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash attention import failure and meta-device model loading breakage are distinct." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to batched video shape errors." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as quantization/offloading behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:38175|issue:45412", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:38175|issue:43493", + "issue:37428|issue:43824", + "issue:44514|issue:44521", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:42490|issue:43493", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351" + ], + "prepared_review_unit_hash": "6dffe0a4c007c2cfe2102a8bd8d1b1e21889287a2ecee3a7339c1729ff08f238", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and spans many unrelated model, tokenizer, processor, and docs issues. The closest grouping is around multimodal/chat-template processing, but most soft pairs are not the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44521 is the most central and broadly representative artifact in the multimodal chat-template/processors subset, with strong discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the widest apparent relevance within the cluster and the richest engagement, even though the cluster is not a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different model families and likely separate config fixes; not clearly one duplicate bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error and an unrelated detokenization regression; no shared code-path evidence." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 inference output vs RT-DETR memory reclamation." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a CUDA OOM issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model/runtime failures; no indication of the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization behavior and a Python 3.13 import_utils KeyError are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same duplicate." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different models/code paths." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batched-padding crash and the other is all-zero assistant masks; likely related area, not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token bug vs a GraniteSpeech CI test issue; no overlap in underlying change." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluation is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline behaviors and different text tasks." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch has no connection to a stale CI device-override test." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different audio/model helper bugs with no clear shared root cause." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape handling are different processor bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP/CUDA loss crash are separate issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and category-cardinality runtime error are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a missing helper and torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus test and a stale warning for paged generate are not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior do not match." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat-template/multimodal adjacent, but one crashes on tool-call messages and the other has wrong vision position ids; not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate training issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma mm_token_type_ids defaulting and flash_attention s_aux handling are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message docs/behavior mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different APIs/models; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:29942|issue:32090", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:28218|issue:35141", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:29127|issue:32090", + "issue:43927|issue:45698", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "4c965396f9f20d4c6f8ef128ec834512bf9a4a7f5a339b215ae07ed30f319a81", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression, while the rest only share broad themes like loading, tokenization, or device-mismatch issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45478 is the best canonical issue: it matches issue:45310 by exact title and describes the same Qwen3.5 MoE `from_pretrained` regression, with slightly more discussion/activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest representative issue in this cluster because it is the clearer, more-discussed instance of the only obvious duplicate pair and has a crisp, reproducible model-loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related forward/runtime failures, but one is a feature-extractor API crash and the other is a PLE CPU-offload mismatch; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both concern model loading, but one is a v5 `base_model_prefix` regression and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated problems: a DSA indexer discussion versus a v5 `trust_remote_code` import break from removing `is_torch_fx_available`." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Both involve vision-related label/processor behavior, but one is SigLIP2 docs/model mismatch and the other is a Beit fast image-processor bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is a Bamba SDPA torch.compile failure and the other is a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Mask2Former last-batch label truncation is unrelated to BeitImageProcessorFast returning the wrong reduced labels." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: a DebertaV2 import/IndentationError on Python 3.13 versus a qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is not the same as the generic position-id key warning affecting many models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and symptoms: SwitchTransformers sparse-layer construction vs BEiT semantic-segmentation loading with a legacy field." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Only broad subsystem overlap; the sparse-layer config bug is unrelated to the qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` regression; clearly the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are attention/offload-adjacent, but one is a flash_attention integration crash on `s_aux=None` and the other is a Qwen3.5 MoE rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to the position-id key warning." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different training/test failures: Flash Attention 2 tests versus a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches in unrelated models do not share the same code-path." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different failure modes and models; no common underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero probabilities and position-id warnings are distinct symptoms with different root causes." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issues are unrelated to a Python 3.13 import-utils KeyError for flash attention." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to output embedding reinitialization during resize/post_init." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different large-model inference failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but one is a local-path slash warning and the other is a unit-test model loading failure for GLM-4.7-Flash." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch in CPU offload for bark-small is not the same bug as LwDetrImageLoss crashing under float16 AMP." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 import-utility removal break for trust_remote_code models is unrelated to DeepSeek tokenizer output regressions." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and a missing import utility for trust_remote_code are different loading issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numeric/runtime issues in different models: AMP crash versus bfloat16 dtype mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus version-output discrepancy and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper output are different problems." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load break and embedding reinitialization on resize are separate model-loading behaviors." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType handling are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig save/load custom token ID loss is a config-serialization bug, not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa special-token BOS/EOS handling and Gemma3 NaN embeddings under mixed-length batching are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly identifies 45310/45478 as the only clear duplicate pair (exact same title and same Qwen3.5 MoE from_pretrained regression) and keeps the rest of the cluster conservatively separated as broad thematic similarities rather than duplicates. The soft-edge verdicts also read cautious and consistent with the titles/body metadata; no pair looks overstated or non-mergeable under a single bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:29942|issue:35141", + "issue:36010|issue:37428", + "issue:42490|issue:43575", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "c0702a8ca86855af861d23a27565d79355b937455c475b1d7812712607fd7e1f", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; none of the proposed soft pairs look like the same underlying bug or change, so all soft edges are rejected. issue:45588 is the best issue representative because it is a concrete runtime crash report and the most central node among the soft similarities.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45588 is the most central concrete bug report here, with several nearby flash-attention-related similarities, so it is the best single issue representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "It is a specific, reproducible crash in a named file and the clearest actionable report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs and code paths: Gemma3n executorch export failure vs flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated symptoms: Qwen3.5 flash-attention generation regression vs a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Gemma 4 processor import error from ReasoningEffort vs a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both involve tokenizer/feature handling, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in FuyuBatchFeature; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding resize/post_init reinitialization of output embeddings." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash local path import warning is unrelated to a tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "CUDA AMP crash in LwDetrImageLoss is a different issue from flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generate() warning 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}, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are different failures." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Loading a local model path issue is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation regression are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and quantized-model saving failure are different quantization bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-validation TypeError from JSON-loaded list are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failing on torch_compilable_check models and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with community CLIP and SigLIP2 doc example errors are different problems despite both involving vision models." + } + ] + }, + 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null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the set spans unrelated bugs across tokenizers, multimodal processors, training, inference, and serving.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for invalid boxes is unrelated to TrainerState token counting." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory release are different bugs in different code paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor 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"accept": false, + "reason": "Missing mistral_common ReasoningEffort import and missing Gemma4Processor tokenizer state are different load-time errors." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to the MPS attention correctness bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are different inference failures." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume checkpoint key mismatch are not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor dependency import failure are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures and GenerationMixin import breakage are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and multimodal token counting 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+ "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and checkpointing-in-eval are different concerns." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in inference are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:42907", + "issue:42915", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907" + ], + 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The strongest standalone issue in this set is the custom-module save/load regression.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the clearest, most self-contained bug here: a specific save_pretrained/from_pretrained custom-module misresolution with direct user impact and a concrete code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most actionable issue candidate overall: it has a concrete reproduction surface, a narrowly scoped failure mode, and is broad enough to matter beyond one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failures: FineGrainedFP8Config setup vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated areas: tokenizer AddedToken construction vs list_repo_files forwarding a revision 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"reason": "Phi-4 multimodal load breakage is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are API/config issues, but they concern different configs and different missing fields, so not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states in CLIPVisionModel.forward is not the same as ModelOutput key assignment when a previous value was None." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens has nothing to do with LayoutLMV3 error-message clarity." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and TrainerState token-count tracking are different subsystems and different bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models failing is distinct from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but one is Llama 3.2 Vision-specific and the other is a base_model_prefix handling change in v5." + }, + { + "left": "issue:43381", + "right": 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"issue:44743", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to recurrent states resetting with cache in Qwen3.5." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + 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"estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the suggested soft pairs span unrelated bugs (imports, configs, deepspeed/optimizer behavior, vision/video processor issues, and model-specific regressions). None look like the same underlying issue, so there is no meaningful canonical duplicate target here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and different failure paths: AutoImageProcessor vs ReasoningEffort/Gemma 4 processor loading." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer/_gpu_broadcast_one NoneType handling is unrelated to the Adafactor+DeepSpeed OOM report." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion regression is unrelated to a zero-loss classification bug with num_labels=1." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading for 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error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and a MacOS bus error with CLIP are different failures and code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM from Adafactor in DeepSpeed is distinct from optimizer.step being called twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is not the same as strict config loading rejecting granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation failure differs from batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration is unrelated to a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to an error-message wording issue in pipeline()." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage is a separate problem from a janus model test failure." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to a missing-PyTorch ImportError." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline selecting image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different code-path bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model processor/tokenizer regression is unrelated to Gemma eos_token_id mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B-A14B with tp are different issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed does not match the unexpected num_items_in_batch argument in CustomTrainer.compute_loss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:41720", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "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:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + 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411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated loading, generation, multimodal, config, and tooling regressions. All soft edges should be rejected; the similarities are mostly broad subsystem overlap.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and does not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 45698 is the broadest save/load regression, but it is not a safe canonical for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are model regressions, but CLIP hidden-states behavior and Qwen VL video-input behavior are different code paths and bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are unrelated failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 TP OOM and MobileLLM key-error loading are distinct load-time problems with different causes." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and missing model_type config both affect loading, but they are different mechanisms and fixes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Token-ID mismatch on Gemma-3 and quantized model reload breakage are separate save/load issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 custom init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field preset loading and wrong custom-module loading after save_pretrained are different defects." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/generation, but one is missing cache in GenerationMixin and the other resets recurrent state in Qwen modular code." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states missing in CLIPVision and missing MoE load-balancing loss are unrelated behaviors." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video-input regression and serve KV-cache indexing crash are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo 640px-vs-224px mismatch are unrelated model/processor issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The first is only a reproduction of another issue; the second is a tool-call empty-content crash, so there is no clear same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and Siglip2 producing nonsense with AutoModel/pipeline are different problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different tensor/config bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and rotary_pct not persisting on GPTNeoX reload are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on A800 device mapping and category-count limit are entirely different errors." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale auto_mappings references to removed configs are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU arange device placement and bare-except swallowing errors are unrelated code defects." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocabulary and incorrect visual encoder keys on save_pretrained are separate save/load regressions." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and a Deberta Python 3.13 parse/import error are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but they affect different template-generation paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Ignoring tokenizer.json and not forwarding revision in list_repo_files are different repository/file-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "41da554b8ccff6d4cee40e8eef8a5f5055033148d50fa35734f8e9be9b9963db", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs, with only a few weakly similar import/config/runtime issues. None of the provided soft pairs look like true duplicates or the same underlying code-path fix.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45276 is the clearest, most concrete bug report in the cluster: it names the affected API, the observed resize_token_embeddings failure, and the impacted model behavior. It is a better anchor than narrower or more speculative reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest standalone issue because it is specific, reproducible, and clearly actionable, while still being concise enough to represent the nearest real bug theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both mention Python-version breakage, but one is a package load problem and the other is an IndentationError from a scripted model file; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated problems: SDPA/torch.compile model failure versus local dataset loading in an example script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different import/runtime issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different concrete bugs and code paths: Qwen3OmniMoe video processing versus serve KV-cache continuation indexing." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config validation, but they target different models and different behaviors; not the same bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resize/tied-weights behavior is unrelated to a trailing-slash local model import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but one is a GraniteSpeech device test and the other is an auto-mappings reference cleanup; not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config construction and local dataset loading are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation-related, but one is a Llama head_dim constraint and the other is rope-parameter list handling; different fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder issue title and an audio feature extraction bug are not the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors versus dataset loading failure; different scope and root cause." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model loading and a bare-except swallowing errors are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and do not indicate one shared fix." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs in different model families; one is default subconfig initialization, the other is strict-field dropping." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding/output-embedding behavior is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior are different code paths and fixes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer batching/padding crashes and serve KV-cache indexing errors are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile-time failure on newer torch and the other is a version-check/import gate bug; not mergeable as one fix." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and Qwen3.5 checkpoint saving are different model-specific issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are different issues." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they refer to different missing names and likely separate export defects." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code and cache-path collisions are different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning and a Whisper generation failure 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": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:41950|issue:44016", + "issue:43854|issue:44964", + "issue:42490|issue:45632", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:44016|issue:44220", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:43299|issue:45216", + "issue:44496|issue:45042", + "issue:43335|issue:45593", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44779|issue:45812" + ], + "prepared_review_unit_hash": "a10dfe806e94729ffe59f0f15481ce947d5e19bf8222831368eaa0928efb2709", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36690, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of Transformers regression reports around model loading/import/export behavior, plus a few unrelated config, training, and docs issues. No soft pair looks like a clear duplicate on the evidence provided.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the best umbrella-style issue: it frames the broad recent-version regression theme affecting remote-code/custom models, which is the closest common thread across many of the loading/import failures in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative global issue because it is broad enough to subsume multiple model-loading breakages without being tied to a single model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading failures, but one is a missing field from trust_remote_code AutoConfig and the other is an unrecognized model/config type; different underlying bugs." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a specific model-load failure, the other is a CI break from stale autogenerated mappings; related area, not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure and model loading failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying defect." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local/trust_remote_code path handling, but one is a trailing-slash import warning and the other is a cache-path collision for same leaf names; not clearly the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention load failures are distinct issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill and ANSI color output in loading_report are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is metric gathering dropping tuple labels; the other is auxiliary-loss normalization. Different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings not propagating to decoder.embed_tokens are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/install backend issue vs vague dependency issue; too broad to be the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug and docs about return_all_scores are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is incorrect save_pretrained output; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config import failure vs PIL backend requiring torchvision; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE loss computation are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unrecognized model import failure; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is loading failure and the other is incorrect visual-encoder keys on save; different code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type for a specific repo and AutoModelForCausalLM not unwrapping text_config are different composite-config issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and a bumped PEFT minimum version are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline looking for image processors is a specific pipeline bug, not the broader remote_code regression described here." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and Gemma 4 token-type defaults are different training/model-input bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing top-level import and a broad report of many import errors after upgrade may be related, but the evidence is not enough to call them the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4 multimodal default config initialization and missing pad_token_id on Llama4Config are distinct config defects." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they concern different symbols and modules; not clearly the same underlying breakage." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44016|issue:44062", + "issue:43299|issue:43854", + "issue:32090|issue:35141", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:43976|issue:44987", + "issue:43976|issue:44279", + "issue:45081|issue:45907", + "issue:44297|issue:44462", + "issue:44521|issue:45325", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "105c3ba49360d926550940e0942240098b799e23722486e73f2b3f6366c78adc", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, serialization, docs, CI, and attention-kernel issues. I found no convincing duplicate chain or shared underlying bug/change across the soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are too diverse to share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues is a strong global canonical. If forced to pick a stand-in, 44521 is the most active/concrete, but it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs tensorboard installed without TensorFlow." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression affect different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated symptoms and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is not the same underlying bug as AddedToken argument collision." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are different model-load failures for different models and mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs, but they are separate documentation issues with different behavior changes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but they are different regressions in different APIs and code paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug and placeholder 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility bug and model-loading failure are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python 3.9+ incompatibility is unrelated to a dependency issue with transformers." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant-mask generation and rope-index scaling are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings references and leftover dummy classes are separate repository hygiene issues." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "RMS norm epsilon precision issue and torch.split return-values issue are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Device-dependent lm_head serialization differs from gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor.save_pretrained files and gemma-4 zero3 from_pretrained are distinct failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file omissions are unrelated to the Chinese-language performance regression." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention and compiled flex_attention failures are different attention-kernel bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Dummy data placeholder issue is unrelated to chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:41628|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "d36f92fc54146adfc07b3975bfbe307ae93106df84959291fab89f27887719d1", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarity edges across unrelated bug reports. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 45542 is the most connected node in this noisy cluster, so it is the least-bad anchor if one canonical issue is required; however, it does not truly subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45542 is the best overall placeholder for the cluster because it is the most central by weak similarity links, but the set is too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure vs ESM2 model regression; different subsystems and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-map forward crash; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task error vs D-FINE missing auxiliary losses; different model families." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction bug vs Deepseek tokenizer regression; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading physical-intelligence/fast vs TensorBoard/TensorFlow backend detection; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs wrong SigLIP2 inference outputs; documentation vs model behavior." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs TensorBoard/TensorFlow backend error; different packages." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change across versions vs unrelated 'ADD THE DATA' issue." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; different bug classes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch vs Gemma-4 zero3 from_pretrained failure; different subsystems." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batch-shape bug vs SAM3Video CUDA OOM; shape logic vs memory capacity." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sample-rate default vs multimodal assistant masks; same area, but different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs CLIPVision hidden_states regression; different features." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python-version incompatibility in 5.1.0; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config attribute error vs trust_remote_code AutoConfig missing fields; distinct config handling bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output bug vs wrong position_ids docstring; formatting vs documentation." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs import performance complaint; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility regression vs Qwen3VL MoE loading breakage; same family, different concrete failures." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router load-balancing loss bug vs D-FINE auxiliary-loss omission; different training logic." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 vs missing transformers.onnx module; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug vs Gemma-4 zero3 from_pretrained failure; different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance complaint vs unrecognized model config; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs _torch_extract_fbank_features issue; different media pipelines." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI/loading_report issue vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; both import errors, but different packages and symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols/modules." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:45561|issue:45563", + "issue:45292|issue:45584", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:45987|issue:46082", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:44877|issue:45375", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45397|issue:45656" + ], + "prepared_review_unit_hash": "2bed7ebef28506dd23e950fe79abbdda68582cd3b41459d53019f85631933a77", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts are mostly heterogeneous and do not form a single duplicate cluster. The soft pairs are largely superficial matches by subsystem or error shape, not the same underlying bug/change. No PRs are present.", + "confidence": 0.18, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43824 is the clearest, well-scoped regression report with strong reproducibility and broader model-loading relevance than the others, but the set is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43824 is the best representative issue because it is a concrete, user-facing import failure with clear symptoms and active discussion; however, it should not be treated as the canonical duplicate target for most of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention, but one is a Nemotron model-specific unsupported-feature error and the other is a generic topic stub; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing Qwen2.5 VL import symbol; the other is a Python-version compatibility problem. Different failure modes and scopes." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support/version issue vs. model-loading failure for a specific multimodal checkpoint; no shared code-path bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both involve generation/version changes, but one is about missing cache behavior in chunked prefill and the other about removal of a helper breaking trust_remote_code models; distinct regressions." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Both mention token/config behavior, but one is a slow import issue while the other is an eos_token_id config mismatch in Gemma-3." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and bugs: router-logits load-balancing loss omission vs. LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Tokenizer regex patch crash vs. Qwen3.5 chat crash; unrelated code paths and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling issue is unrelated to the reported data-filter slowdown after upgrading transformers." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma-4 mm_token_type_ids defaulting are separate model/config problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and output_embeddings not tracking resized embeddings are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for text classification pipeline vs. unsafe sys.modules access in modeling_utils; not duplicates." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen2.5 VL class vs. Deepspeed ZeRO3 BertModel index error; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race in testing utils vs. stale warning in paged generate; different subsystems and behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache update bug vs. ANSI codes in loading_report; no overlap in underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type contract issue and LlamaConfig head_dim validation are distinct configuration/runtime bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize synchronization bug vs. version-dependent tokenization changes; not the same underlying change." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence model loading failure and tokenizer protobuf error masking are separate loading paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech vs. missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig; different configs and models." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading issue vs. unsafe sys.modules access; too broad and not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy conv2d in Sam3PixelDecoder and wrong model type warning for sam3_video/sam3_tracker are related only by model family, not by identical defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs. from_config not unwrapping text_config for composite multimodal configs; adjacent but different issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed vs. ZeRO3 deque underflow; both distributed-loading related but not the same problem." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs. import-time slowdown; no shared code-path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to Gemma-4 mm_token_type_ids defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 video vision encoder output attribute bug vs. Qwen3OmniMoe video-input ValueError; both video-related but different failure points." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained issue and double optimizer.step under deepspeed are distinct training/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45092", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:43475|issue:44661" + ], + "prepared_review_unit_hash": "2aa2e0f19d6cf66a1eb83cd6e784dd4bfa421224af87c66762e51ab8117d4c1b", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36853, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues spanning unrelated regressions, model-specific bugs, serialization/loading problems, and a few docs/test items. The soft-similarity pairs mostly share vocabulary or a broad subsystem, but not the same concrete failure mode, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "No true duplicate stands out; if one issue must anchor the cluster, #44623 is a clean, self-contained save_pretrained regression with a clear user-facing failure and actionable repro.", + "canonical_pr_reason": null, + "best_issue_reason": "#44623 is the best representative issue because it is specific, reproducible, and narrowly scoped compared with the more model-specific or ambiguous reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Both are serious bugs, but one is a tokenizer special-token regression and the other is an ESM2 breakage; different models and different code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to flash_attention crashing on sink-less models with s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights/embedding behavior, but one is serialization-by-device and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are both warnings, but they concern different APIs and failure modes: tie_word_embeddings noise versus a stale num_return_sequences warning." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is about tied-weights warnings during LoRA fine-tuning, the other about flash-attention generation behavior for Qwen3.5." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache, but one is missing cache in chunked_prefill and the other is wrong tensor indexing in the serve responses endpoint." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and pytest-xdist captured_info.txt races are different bugs in different layers." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both concern model config/warnings, but one is an incorrect tied-weights warning and the other is about patchtsmixer post_init API acceptance." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight shape mismatch during Qwen3-VL loading is not the same as a tied-weights warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing/nonexistent image_utils import and tokenizer error masking without protobuf are distinct import/error-handling issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crashes on a trailing replacement character, while Kimi-K2.5 has tokenizer codec and warning regressions." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save/load related, but one is tokenizer_class metadata mismatch and the other is missing files from processor.save_pretrained." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeErrors and a performance regression after upgrading Transformers are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers v5 breaking custom model initialization is broader and different from an ESM2-specific breakage." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Chunked_prefill cache handling and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a model-loading bug, not the sys.modules access issue in modeling_utils." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save_pretrained and a DeepSpeed optimizer step being called twice are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-processing slowdown after upgrading Transformers and a duplicated optimizer step under deepspeed do not share the same fix." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The Chinese-language performance regression report is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different code paths with different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus is not the same bug as missing cache during chunked_prefill." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error for AutoModel and Sentence Transformers getting stuck loading are too different to deduplicate." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video missing fpn_position_embeddings and Qwen2.5-VL video vision_position_ids issues affect different models and tensors." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue are not the same concrete problem." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility with Transformers 5 and missing processor save files are different failures." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A SAM 3 vision encoder attribute error is unrelated to trust_remote_code returning missing fields in AutoConfig." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API guidance and old InternVL2 meta-initialization incompatibility do not overlap in code path." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are separate import API issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attributes and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different registry/config bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42994|issue:43525", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:42222|issue:45200", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "0e00dfd875ea97b4e8656ffd9f7d217eec8943eb2d68a6300a6b3d5944a85505", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37678, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports; only one clear duplicate pair stands out: 42673/43704 about Qwen3ForCausalLM VRAM leakage in multiple dataloader threads.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the best canonical target because it is the earlier, more-discussed instance of the exact same Qwen3ForCausalLM VRAM-leak report as 43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue here: it is a clean exact-duplicate target with clear symptoms and more discussion than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bugs: quantized model saving failure vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated crashes: Mistral regex patching/tokenizer backend vs auto-docstring parsing with future annotations." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Separate Qwen3.5 MoE failures: generic loading error versus a dropped deepstack_visual_indexes config field." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same underlying VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8-related but distinct: accuracy regression versus save_pretrained failure." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths and symptoms: FP8 moe save_pretrained bug vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue versus leftover dummy classes in repo cleanup." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen family, but different models and likely different loading regressions." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated issues: model config loading versus pytest-xdist file race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a padding-mask correctness bug; the other is missing load-balancing loss when router logits are off." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test harness race versus stale auto_mappings references; not the same underlying bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal issues: broken VitPose models versus missing default mm_token_type_ids." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for text classification pipeline versus xdist race in testing utils." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling bug versus Janus image-generation test failure." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading stall is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention paths: sync_gpus kwargs update versus torch.compile attention branching." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different missing symbols." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is cleanup-space semantics and the other is incorrect token IDs for Granite models." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to the ZeRO3 deque pop error." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug versus auto-docstring annotation crash." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 is different from add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/mistral-regex regression are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper on GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenization behavior for Granite models is not the same as Kimi tokenizer regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The one accepted duplicate pair (42673/43704) is an exact title match with consistent symptoms, and the remaining soft-edge verdicts stay conservative by separating issues with different titles or clearly different failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43479|issue:44079", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:30333|issue:35141", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "d0da22a4cbd14d68feffb971da538f49479579d12d66929c7ddb9c47632d23ac", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated closed issues across imports, generation, config validation, training, and save/load behavior; I found no safe duplicate cluster and rejected all soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a safe canonical representative: the set spans many different bugs and regressions rather than one shared underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: none of the issues appears to be the same concrete bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different model-specific problems: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: dependency version bump vs leftover dummy classes/import leakage." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Different generation bugs: cache handling vs attention-kernel branching under torch.compile." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both concern v5 behavior changes, but one is tokenization cleanup semantics and the other is a Pegasus output regression; too broad to treat as the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: position_ids buffer access vs optimizer stepping twice with deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is an image_utils export issue and the other is dummy class cleanup in a different area." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend inclusion issue vs missing import from image_utils; not the same problem." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs ModelOutput key assignment bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained failures affecting different artifacts (MoE FP8 vs tokenizer metadata)." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs import exposure bug; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer double-step bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different failures; not one underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but on different objects and with different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 vs missing processor files on save; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading issue vs config validation issue; different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument regression vs auto_docstring annotation crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different dependencies and symbols." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs vs Trainer compute_loss signature break." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting issue vs model-loading regression for a specific model." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "MoE FP8 serialization bug vs a question about max_shard_size default." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error vs MLflow reporting bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation issue." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug vs OCR index error in Kosmos2.5." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split behavior in a MoE indexer vs meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading issue vs pipeline-parallel output correctness issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring problem vs RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs LlamaConfig validation; different models and failures." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read issue vs processor.save_pretrained missing files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:22355|issue:28282", + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:42886|issue:42994", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44295|issue:44297" + ], + "prepared_review_unit_hash": "d5f483624198cd2d65ed5534ef606fac646ef44bce54b1af07f2a0fc71c5ad0d", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35181, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a loose collection of unrelated Transformers bugs; the only broadly representative issue is the v5 upgrade/import-regression umbrella. None of the soft pairs look like true duplicates or the same concrete fix path.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it frames the broadest and most representative regression theme in the set: multiple import errors after upgrading Transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster since it is broad, regression-focused, and plausibly subsumes several narrower import/load complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention GLM/DSA-related code, but one is about torch.split outputs and the other about a missing ReLU; different bugs and different fixes." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "One is a Qwen2_5_VLProcessor batched chat-template crash, the other is an auto_docstring AttributeError from future annotations; unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default-subconfig initialization and non-persistent buffer junk are separate v5 regressions with different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are distinct issues affecting different mechanisms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern multimodal model serialization/loading, but they hit different model families and different code paths (meta init compatibility vs wrong visual encoder keys)." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm precision/config handling is unrelated to InternVL2 remote-code meta-initialization compatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different symptoms on different models." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model saving, but one is about dequantized Ministrals/Devstrals while the other is sinq save_pretrained/from_pretrained breakage; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are distinct training/init problems with no clear shared concrete root cause." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and model APIs, so they are not the same underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns and Qwen3.5 MoE from_pretrained failure are different problems in different areas." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime DSA indexer behavior bug; the other is a docstring issue. Not the same change or fix." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Incorrect multimodal default config initialization and GPTNeoXConfig rotary_pct reload behavior are separate configuration bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and AutoModel requiring PyTorch are unrelated import/environment failures." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is add_special_tokens/BOS-EOS behavior for mdeberta; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are not the same bug despite both being v5-era regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import problems after upgrade, but one is a specific huggingface_hub symbol import and the other is a broad Transformers v5 import-regression report; too generic to merge." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong-output and Qwen3_5 infinite-loop-on-image are different inference failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenization failure and quantized model saving failure are separate storage/loading bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a sentence-transformers import NameError are unrelated regressions." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer issues with different remedies." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and GLM DSA torch.split behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader defects." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs sync_gpus behavior and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads after init are not the same concrete issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Model loading hang and MacOS bus error on CLIP are different failures." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and apply_chat_template assistant/tool-call crash are different API bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate serialization/metadata issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + 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"serialized_chars": 36875, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose concentration around tokenizer/import regressions in v5, but not enough to collapse into a single duplicate chain.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43122 is the closest representative of the recurring tokenizer-regression theme and is broad enough to stand in for several nearby tokenizer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single issue to anchor the cluster because it describes a version-wide tokenizer behavior regression, which is the most central recurring pattern here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE-layer selection vs a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "One is a precision/config bug in MLA layernorm; the other is a docstring issue for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated code paths: saving dequantized models vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad upgrade/import breakage report, not the same concrete missing import as 41628." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization/chat processing, but they describe different failures in different APIs and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a load/import problem and the other is incorrect tokenization output." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failures, but for different tokenizer classes and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import/config breakages, but they are distinct missing-symbol problems in different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "No shared underlying bug: model save/dequantization versus GenerationConfig validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute at runtime." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely unrelated: DSA indexer math versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is tokenizer-version behavior and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling and category cardinality are unrelated bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different classification issues: config propagation versus flash-attention training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug versus a Gemma 4 multimodal token-id defaulting issue." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different symptoms and paths: saving dequantized models versus loading a multimodal checkpoint." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe support issue versus tokenizer_config save metadata mismatch." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated: LayoutLMv3 error-message clarity versus a Sentence Transformers load hang." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and distinct behavior changes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model family/support issue versus a position_ids buffer-read error." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script classification output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is a different problem from gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are different missing exports from different packages." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping regression and a model-loading failure are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different features: Qwen3-VL-Moe bug versus FP8 save_pretrained for MoE." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family and version, but one is save_pretrained regression and the other is from_pretrained loading failure." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-related outputs, but offset_mapping and assistant_masks are separate code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import failures from different libraries and symbols." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "One is a missing nn import; the other is an incorrect PyTorch version check." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No overlap: missing transformers.onnx module versus extra space after added token." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression versus flash-attention generation failure; different concrete bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: missing onnx module versus slow/fast tokenizer inconsistency." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45081", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:43493|issue:45753", + "issue:42222|issue:43441", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:43827|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "1069423707a54b0079b91003de67d9184d337384da4a088e5f512949884671fd", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct bug reports across tokenizers, multimodal models, training, attention backends, and dependency/version regressions. I do not see any soft pair that clearly describes the same underlying bug or code change.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45278 is the broadest regression report in the set and best fits a cluster-level representative because it summarizes multiple import failures after a version upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most suitable global representative: it describes a wide-impact upgrade regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes (decoder type vs incorrect Deepseek outputs)." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is a missing model weight during UMT5 loading; the other is AutoProcessor not forwarding kwargs to cached_file. Different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE behavior are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix and NaNs in classification heads are unrelated symptoms and fixes." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are separate environment/version checks affecting different subsystems (Python compatibility vs flex_attention import gating)." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns do not match the Qwen3_5 infinite-loop symptom." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate/train lifecycle failures are different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same code path." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3/Qwen3.5 MoE-related, but one is a broader v5/Qwen3-VL-Moe issue and the other is a specific from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label outputs and pipeline translation support messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A Qwen3_omni_moe feature-extraction helper issue is unrelated to the flex_attention version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script classification behavior and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "A GLM-5 generation config error and a stale warning in paged generate are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression umbrella, but the former is a specific missing symbol; not enough evidence they are the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer state corruption and GenerationMixin cache missing are distinct failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are separate attention-behavior bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general loading regression and the other is a Qwen3 offset_mapping defect." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Num_labels propagation in Qwen3.5 and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None involve different mechanisms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer output correctness regressions, but for different models and likely different implementations." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect pipeline parallel outputs are separate training/inference issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "These are different Qwen/GLM model regressions with different symptoms and code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for tied weights and NaNs during init/checkpointing are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are not the same underlying change." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and missing torchvision crash are different problems." + }, + { + "left": "issue:45081", + "right": "issue:45588", + "accept": false, + "reason": "A Mistral regex patch crash and a flash_attention s_aux=None crash are separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "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:43335", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "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:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44291|issue:45071", + "issue:44484|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44964|issue:45278", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:42673|issue:43906", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071" + ], + "prepared_review_unit_hash": "5d8b7975031b3fed2832e9fef343cec73ab3ad0eb0d00b96ffc7b801dd39cf8f", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers regression reports with only topical overlap. No soft pair should be treated as a confirmed duplicate here; even the tokenizer-v5 pair (43066/43122) is only a soft similarity and is explicitly non-deterministic in the packet.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43066 is the clearest representative of the tokenizer-v5 subgroup, but the packet does not support elevating it to a confirmed duplicate root for issue:43122.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the strongest single issue anchor because it most directly describes the underlying tokenizer-decoder regression, even though the evidence remains soft.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: threaded VRAM leak vs bfloat16 dtype mismatch." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and distinct failures: missing projections vs from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: flash-attention training degeneration vs save_pretrained regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer-related, but offset mapping and runtime post-processor updates are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs config type checking." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated issues: shard sizing vs Qwen3.5 MoE loading." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: sam3 tracker/video warning vs MobileLLM key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Model breakage vs backend dependency misinstallation; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and missing model_type are different load-time failures." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Dependency/backend packaging issue vs model-specific VitPose breakage." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Single model load failure is not the same as a broad import-regression report." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but the concrete failures differ." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: ignored SGD args vs double stepping under deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Only soft similarity; packet marks this deterministic_accept=false, so do not treat the tokenizer-v5 reports as a confirmed duplicate." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to an rms_norm_eps precision bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time precision warning vs BLIP2 dtype propagation bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Superficial import/runtime similarity only; different modules and failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next loading paths and failure surfaces." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model/component bugs: image patch counting vs layernorm epsilon config." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-related, but torch.split behavior and RoPE implementation are distinct." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option vs unexpected position-id keys across models." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import-export regression and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning vs model-type mismatch warning." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig typing and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is not the same as tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but different models and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Threaded VRAM leak is not the same as an isolated reproduction report." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 problems: memory leak vs generation failure with flash attention." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API feedback and FineGrainedFP8 accuracy regression are different precision issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL loading problems with different model variants and errors." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config removal and gguf-file loading breakage are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to PretrainedConfig type checking." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet does not support any accepted duplicate edge. In the soft_pairs list, issue:43066 \u2194 issue:43122 is explicitly marked deterministic_accept=false, so calling it a true duplicate overstates the evidence. The summary should stay conservative and describe all pairs as only soft similarity unless the packet shows a stronger link." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381" + ], + "prepared_review_unit_hash": "9078f372e351e16aafb8a2724f6bf67a63f6792b63ef8074a3092f6652552a84", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38095, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related by Transformers ecosystem keywords; the soft pairs span distinct bugs, model families, and code paths, so none look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the clearest standalone representative because it reports a concrete, reproducible loading crash with a well-defined user impact; the rest of the items are too heterogeneous to form a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: SAM3 model-type warning vs a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: tokenizer registry returning None vs a model-load regression on transformers>=5.1.0." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version/package compatibility issue, not the same as incorrect outputs from pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different code paths: missing image-patch helper vs torch.split return/value handling in a MoE indexer." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash vs a save_pretrained shard-size question; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols from different packages and failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states in FSDP2/PEFT vs Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load regressions: removed embedding-tie API vs quantized model persistence corruption." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols; no shared underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next is unrelated to a config field being silently dropped in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES sometimes returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is an API removal complaint; the other is a flash_attention crash on s_aux=None." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and bugs: Qwen3-VL-Moe issue vs qwen3next missing attention projections." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is a loading bug; auto_docstring crashes in annotation handling are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model shape mismatch for Qwen3-VL-30B is unrelated to qwen3next missing projections." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making requests is a cache/network bug, not the same as missing embed_tokens weights." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision epsilon/config complaint in MLA q_a_layernorm is not the same as GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Multimodal model loading regression is unrelated to a small testing_utils bug." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility bug vs a CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization offloading are different regressions." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision processor dependency is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Package import regression for is_offline_mode is unrelated to the 3d_parallel.py issue reproduction." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime script failure is not the same as a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading without torchvision and chat-template crashes on tool-call messages are distinct paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing_utils typo/bug and a pytest-xdist race on captured_info.txt are different issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor loading without torchvision is unrelated to the ReasoningEffort import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading crash and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-support messaging is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash_attention s_aux=None crash are separate code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens during load is not the same as questioning the default max shard size on save." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Three xLSTM training bugs and a Bamba torch.compile/SDPA failure are different model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as a functional torch.compile SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compilation precision warning is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading behavior and gradient checkpointing in eval mode are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:43611|issue:44655", + "issue:43502|issue:44485", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44263|issue:45440", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43901|issue:46077" + ], + "prepared_review_unit_hash": "34c8ff5abbfeaa9b60b70c60340fbf5798da92412e47d628ab41d04e975b6820", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37753, + "estimated_input_tokens": 9439, + "estimated_eval_tokens": 19134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of distinct Transformers regressions and import/model-specific bugs. The soft pairs mostly share only broad surface area (save/load, chat templates, imports, v5 regressions), not the same underlying fix, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44483 is the broadest, most user-facing concrete regression in the list, but it should be treated as a representative issue only\u2014not as evidence that the whole set is one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is the best global representative because it is a clear, high-impact API regression with a concrete failure mode and wider user relevance than the model-specific or purely cosmetic issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: saving dequantized Minstral/Devstral models vs an inference infinite-loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is a dequantized model serialization bug and the other is Pipeline.save_pretrained behavior; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is FP8 save_pretrained and the other is from_pretrained loading failure; not the same fix." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat-completions request acceptance issue, the other is a tokenizer/template crash on batched input; distinct failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compile-time issues: a PyTorch precision warning vs a flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Unrelated warnings in different areas: local path import handling vs bfloat16 compilation behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different subsystems and model families: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols with different causes and fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing utility vs network requests despite local_files_only=True; different behavior and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same broad Qwen/VL/MoE area, but one is a v5 loading bug and the other is FP8 inference support; not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both chat-related, but one is server-side request validation and the other is chat-template tokenization with tool-call messages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both CLIP regressions, but one drops attentions from outputs and the other loses hidden_states in forward; separate output plumbing bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training/distributed optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in certain attention backends." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading failures, but the affected models and root causes differ; they are not the same checkpoint bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL problems: chat request acceptance vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for pipeline scoring vs inability to save Pipeline objects; unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "AttributeError on Gemma3Config vs missing field on SAM3 vision encoder output; different models and missing attributes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save failures, but one is quantized-model serialization and the other is pipeline persistence." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; distinct bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific issues: Flash Attention support for Nemotron vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Checkpoint loading error from sorted state_dict vs a regression in saved Qwen3.5 checkpoints; same general area, different defect." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both import errors, but for unrelated APIs and unrelated underlying breakages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior changes and decoder type selection are both v5 tokenization regressions, but they are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading via base_model_prefix vs saving Pipeline objects; no shared code-path bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are separate model-config regressions." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different configuration validation issues in different models: Gemma4 attention masks vs LlamaConfig head_dim rejection." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are AttributeErrors on config objects, but they involve different models and missing fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint-save corruption." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split/indexer bug in GLM MoE code is not the same as DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to a new infinite-loop report on a specific image." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different failure modes: model loading regression vs generation looping on a particular image input." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma config missing vocab_size is unrelated to missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different loading bugs on different model families; no shared underlying defect is evident." + }, + { + "left": "issue:43901", + "right": "issue:46077", + "accept": false, + "reason": "Pipeline docs mismatch vs Gemma4 attention-mask behavior; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "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:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:44938|issue:45071", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "7135d3a8b445fd6e3746a9fd5c93d243500f10f74cb895c0c276c2f311a2b025", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37730, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues across imports, model loading, FlashAttention, tensor parallelism, and tests. Only the import-time slowdown reports look like a true duplicate pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41669 is the clearest representative: it identifies the import-time regression, names a likely root cause (`import *` in models), and is concrete enough to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best issue to represent the cluster because it is specific, root-cause oriented, and broader than the generic \u201cimport takes long\u201d report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Both mention runtime/support problems, but one is FlashAttention support for Nemotron and the other is Python-version compatibility; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen-related loading, but one is missing `embed_tokens.weight` for UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both touch FlashAttention/SDPA, but the concrete issues differ by model and symptom; not mergeable as one fix." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different code paths: missing FlashAttention support vs ignored attention scaling config." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend behavior and sequence-classification loss degeneracy are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are save/load mismatches, but one is about sorted state_dict loading and the other is a config field dropped by `@strict`; different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Despite both mentioning Qwen/Nemotron-style model support themes, these are different model-specific from_pretrained/FlashAttention issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time errors, but one is about compiled Python files generally and the other is a TorchScript parsing issue on Python 3.13." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe `import transformers` being unexpectedly slow; 41669 supplies the likely cause, so these look like the same underlying import-performance regression." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "One is missing `attentions` assignment in CLIPOutput, the other is GPT2 attention scaling ignored under backend changes; unrelated concrete bugs." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Both are attribute/mapping-style failures, but one is Gemma3Config missing `vocab_size` and the other is TOKENIZER_MAPPING_NAMES sometimes returning None; different objects and fixes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both mention test instability, but one is missing `set_seed()` in a SAM HQ test and the other is an xdist race on `captured_info.txt`; not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "One is an API removal/compatibility complaint, the other is FlashAttention support for a model; no shared underlying bug." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/load regressions, but the model families and failure modes are different: state_dict ordering vs wrong visual encoder keys." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility complaints, but they target different versions and likely different breakages." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related loading problems with different symptoms; not the same code-path bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM when loading a specific model; too different to merge." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "A local-files-only network leak and unused SGD arguments are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Distributed optimizer-state corruption and saving Pipeline objects are separate issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are import/loading errors, but one is missing PyTorch for AutoModel and the other is tokenizer-loading regression; different underlying causes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer/ReLU discussion and a DeepSeek implementation divergence are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "One is a load-model failure on sorted state_dicts; the other asks about the 50GB default shard size in save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model/component failures: CLIP attentions assignment vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Both involve attention-related model behavior, but the affected models and symptoms are distinct." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to seeding and a multimodal model load failure are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both are in the model/integration area, but one is CLIPOutput attentions and the other is flash_attention.py crashing on `s_aux=None`; different bug." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version compatibility issues, but one is Python 3.14 loading and the other is `PretrainedConfig` type checking in v5.4.0; different problems." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing seed in a test and a stale device override CI failure are separate test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test issues: missing seeds vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is an unwanted API request despite `local_files_only=True`; the other is an AddedToken keyword-argument conflict." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different testing bugs with no shared underlying code path." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is missing `_tp_plan` for tensor parallelism; different fixes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export errors, but `PreTrainedModel` missing from top-level export and `HybridCache` import failure are separate API surface regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft-edge pair, issue:41669 and issue:44246, is supported by their titles and the fact that 41669 provides a plausible cause for the generic import-slowdown report. The other pairs are rejected with appropriately cautious reasoning; I don\u2019t see an overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "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: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:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "524dbf27bb22c9dc2a6b9df16e16757eae2086f548d4c65692e27b465cd389e8", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38833, + "estimated_input_tokens": 9709, + "estimated_eval_tokens": 19674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly about unrelated Transformers v5 regressions, especially import/load failures and a few separate model-specific bugs. The broadest and most central issue is the v4.57.0\u2192v5.5.0 import-failure umbrella, but none of the soft pairs look like safe duplicates/merges.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it summarizes the broad v4.57.0\u2192v5.5.0 breakage pattern and covers the repeated import/load regressions that dominate this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global representative because it is broad, concrete, and closest to the recurring failure mode across the cluster; the other issues are either narrower model-specific bugs or unrelated docs/API complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different failure modes: compiled Python execution errors vs slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing tensor-parallel plan and the other is a from_pretrained load error; not the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers is unrelated to a documentation confusion about model.forward arguments." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel support and the other is a missing config field in vision config." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload failure after upgrade; distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No overlap beyond being Transformers issues; no shared code-path or symptom." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload failure are both load-related but not the same underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and missing image-patch method are separate model/component bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network requests and an empty-titled issue are not the same problem." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update gradient safety is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug is unrelated to a DSA indexer activation omission." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution problems and PretrainedConfig type-checking breakage are different failures." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the empty-titled issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are distinct." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not mergeable as one fix." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Different model families and symptoms: Qwen3VL MoE loading vs generic checkpoint reload after version upgrade." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are separate import/load issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and transformers env command breakage are not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking are different subsystems and failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "env command breakage is unrelated to Qwen2_5_VLForConditionalGeneration import failure." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful evidence of the same underlying bug; one is empty/placeholder, the other is a Gemma audio encoding issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing symbols: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad issue is unrelated to Python version compatibility." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a config utility is unrelated to the env command regression." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are distinct issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to compiled-file execution errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels bug are distinct." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Precision/config epsilon issue for MLA is unrelated to a DSA indexer missing ReLU." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is not demonstrably the same as the generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TensorFlow backend 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": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:45362|issue:45850", + "issue:43572|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43408|issue:44315", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44492", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492" + ], + "prepared_review_unit_hash": "d65824aac04154979f0660f27d2a162a964b7f0fc2d7cd8cfad037d601d8b1ec", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39340, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad v5-regression or model-loading themes; the soft pairs are superficially similar but not the same underlying bug/change.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report here ('Since 5.0 version it breaks too many models'), so it best serves as a cluster anchor even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most globally representative of the repeated 'v5 broke many things' pattern across the set, making it the least-bad single issue to anchor the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading behavior, but 44273 is about lazy loading generally while 45003 is about unsafe sys.modules access in modeling_utils; different bugs." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is Qwen3-VL 2D bbox hallucination/error and the other is a Qwen3_5 infinite loop on a specific image; not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5-MoE, but 44038 is a generic bug report while 45125 is specifically missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Different models and different topics: fp8 inference support for Qwen3-VL/Qwen3.5 MoE versus a DeepSeek weight-conversion question." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "One is a Qwen3-VL bounding-box output problem; the other is a v5 PretrainedConfig type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related breakages, but one is the 'transformers env' command and the other is checkpoint reload compatibility; separate code paths." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring issue for position_ids is unrelated to an issue titled 'racoon'; no clear shared bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/runtime behavior around v5, but one is about import * slowdowns and the other is missing GenerationMixin cache during chunked_prefill; not the same fix." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a vague umbrella complaint about many models breaking." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 compatibility, but one is generic checkpoint reload failure and the other is remote-code InternVL2 meta-initialization incompatibility; different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crashing is a model-specific runtime issue, not the same underlying problem as the broad v5 breakage umbrella." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after v5 update is a specific config regression, not the same as the generic 'many models break' report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "One is missing set_seed() in SamHQ integration tests; the other is inverse_sqrt scheduler ignoring lr_scheduler_kwargs. Different subsystems and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy loading problems are related broadly, but these describe different issues with different likely fixes." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression is unrelated to a Qwen3-VL bbox output bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video vs sam3_tracker config mismatch is separate from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is a backend-support issue, not the same as Qwen3-VL hallucination/error behavior." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env-command breakage and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained is a concrete tokenizer serialization bug; 'Bug report' is too vague to match it." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access is a specific tensor/buffer bug, not the same as the generic placeholder report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths and symptoms." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * slowdown and missing HybridCache import are both import-related, but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown and a little testing_utils bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache regression is not the same as a typo in cache strategies." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrading is a broad upgrade-regression report, but it is still distinct from the generic 'too many models break' complaint." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V is a specific multimodal token-counting bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-related, but one is Qwen3-VL bbox hallucination and the other is Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import * performance issue and cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "One is documentation confusion for model.forward args; the other is tokenizer loading regression. Shared NLP tooling context only, not same issue." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Model import-time slowdown and scheduler kwargs handling are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init is a model-construction issue; flash_attention_3 causing degenerate training is a separate training/back-end bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command breakage and lazy loading failure are both v5-era regressions, but they are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer lacking ReLU is unrelated to Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list input are separate features/bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report versus a specific Qwen3.5 Moe from_pretrained error; no matching underlying bug is evident." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs handling are different subsystems and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-removal docs cleanup and cache-strategy typo are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-411", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:46095" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "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": "efeef9fe0ec785cae016e406f595c9e8fb4c2c0e0831f37b8df4db2150ae201d", + "component_budget": { + "node_count": 411, + "item_count": 411, + "soft_pair_count": 1534, + "serialized_chars": 792091, + "estimated_input_tokens": 198023, + "estimated_eval_tokens": 396302 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 33, + "serialized_chars": 29167, + "estimated_input_tokens": 7292, + "estimated_eval_tokens": 14840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly lexical false positives. The issues span unrelated bugs in model loading, tokenizer behavior, configs, schedulers, and assorted model-specific features; no PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "No single underlying bug clearly spans the whole cluster, but issue 43519 is the cleanest concrete runtime bug report and the best anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43519 is a specific, reproducible bug report with a clear affected component, unlike several more meta or vague titles in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific problems: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated subsystems: processor timestamp logic vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same bug as a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc clarity issue vs an ImportError in flash attention utils are different problems." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization, but one is Liger Kernel application with model_init and the other is meta-init incompatibility for old remote-code checkpoints." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model components: GLM-5 RoPE vs Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A multi-threaded VRAM leak is unrelated to a RoPE implementation bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and a DeepSeekV4 weight-conversion script are unrelated requests/issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are different code paths and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math does not match missing files in processor.save_pretrained()." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode from Gemma-4 audio encoding logic." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg handling is unrelated to the unrelated placeholder issue titled \"Unemployment\"." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights key AttributeError is not the same bug as chat templating crashing on tool-call messages." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak bug vs unrelated placeholder issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/performance work is unrelated to the placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a config regression, not a tied-weights traversal crash." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the placeholder issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL is unrelated to processor.save_pretrained() missing files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer lacking ReLU is unrelated to the placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow not reporting failed jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint-loading slowdown and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading is not the same as confusing forward documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/MOE loading, but they are different model variants and distinct failures." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained loading and a tokenizer-loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support and Qwen3-VL fp8 support are unrelated features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "4a4b8c4849fc8d9777e12e2cf97e9afdff5c3146a070fa959118c168c9cb48bb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not true duplicates: one is about Tapas tokenization parity, one is about a private-model login/download error, and one is about failing to load bert-base-uncased. The soft similarity is superficial and centers on model/tokenizer loading, but the underlying bugs differ.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate issue exists; the reports describe different failures in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the most concrete and broadly user-facing loading failure, but it still does not represent the others as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch vs. failing to load bert-base-uncased are different problems with different affected code paths." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/download error messaging is unrelated to a general model-loading failure for bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "7865280576f3d909d94c984747b2aa6aeffe9612c5c461e399d13bde0d3cd8f3", + "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 not duplicates: one is a request for Flash Attention 2 support across more architectures, the other is for GGUF support across more architectures. They share only a generic wording pattern and target different model/runtime formats and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are about different features with different implementation areas (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster; these should stay separate because they do not describe the same underlying change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different technical targets; not 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": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "06d2893be618954f187b7004e99e08fb336ec2106d6c71f97195b9ef9ae2b06d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6442, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are i18n documentation translation issues. The Turkish and Spanish issues are clearly separate language tasks, and the three generic placeholder issues are only textually similar; none are safe duplicate merges from the available evidence.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the most central/representative placeholder-style i18n translation issue; the others look like separate language-specific instances or near-duplicate templates rather than one concrete task.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best single issue to represent the cluster because it matches the shared i18n translation template most closely and is the earliest of the highly similar placeholder issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are doc-translation issues, but nothing shows they target the same language or same concrete change; this looks like related theme, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n translation area, but Turkish vs. generic placeholder makes this look like separate translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The similarity is likely from the shared translation template; no evidence they are the same language-specific issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct underlying tasks, so they should not be merged." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation work is separate from the generic placeholder issue; similarity is too broad to call duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Both are translation issues, but there is no evidence of the same target language or same concrete docs change." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation task versus generic template-style issue; not the same underlying bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Very high textual similarity appears template-driven, but there is no concrete evidence these are the same translation task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical placeholder titles alone are not enough to merge; the underlying language/task is not demonstrated to be the same." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These look like separate instances of the same translation template, not proven duplicates of one concrete 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": 17, + "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-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue: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": "c24b19e9ff19afc34cef3ea98891b488a02f070164865767ac838b0ab9d5a862", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20706, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly independent model-support requests, not duplicates: they share a broad theme ('add model X') but target different architectures, modalities, and code paths.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative issue must be chosen, issue 43671 is the strongest anchor because it is a substantive, well-discussed request; however, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best overall representative by activity and specificity, but it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different models with different implementation needs." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS; different model family and modality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct model additions with no shared concrete code path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate detection models; not the same requested change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision detection support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request target different architectures and code." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model types and different support paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model families; not mergeable as one PR." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct models with no duplicate evidence beyond broad similarity." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not the same bug or change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same as adding the weight-sparse transformer model." + }, + { + "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 architecture support and Voxtral TTS support are different changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and different implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and 'BERT-like models with RoPE' are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic RoPE/BERT-family request is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by branding but require different model heads/code paths; not one PR." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different integration work." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is not the same as adding the weight-sparse transformer architecture." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are separate TTS models with different code changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and request scopes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated models; not the same bug or feature." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model integrations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different architectures and change sets." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are different model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "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-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "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": "83ba1296f0850367c83da7de8dc2a5422f6eee360f72582c45b8332670e90da4", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated bug reports across different models and subsystems; the soft similarity signals are not strong enough to indicate duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the reports cover different code paths (normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typos, and gating logic) rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the most generally actionable functional bug in the set, but it still does not represent the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and bug types: Llama4 normalization behavior vs ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-kwargs forwarding are distinct code paths with different symptoms." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former loss parameter usage and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "One is a model-specific loss bug; the other is a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value not being used and a quantization attribute typo are unrelated issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model loss behavior vs config annotation/type-hint correctness; no shared underlying defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs not being forwarded is a runtime bug; incorrect norm_eps typing is a separate configuration issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings affect different components and failure modes." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type hint bug and a typo in a quantization attribute do not describe the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "2a74f832c25840253c615d59af4a98b539a2b83026b78421bbc80513686674b8", + "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 do not look like duplicates: one is about block decoding, the other is a DeepSeek v3.2 support request. They target different underlying problems and there is no clear shared implementation path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding vs model support. The titles and available metadata do not indicate the same underlying bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "9d21d97911c0661833e4323bda1b677b000f13ec028390eaa8cfb4caf92b8292", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customization, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation with custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43598 is the better canonical representative because it centers on Trainer customizability, which is the broader underlying theme of the pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best issue to keep as the cluster representative since it is the more general Trainer customization concern; #43600 is a separate FLOPS-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a broad Trainer customization context, but the concrete topics differ: `remove_unused_column` behavior versus FLOPS counting for custom trainers. 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": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a84c9519cbb668c8ba721885b2e661a4e5c60206161b401659f0262a003751fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (Qwen/AutoModel support), but they request different capabilities for different model/config families, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader umbrella request: add Qwen3-Omni registration to AutoModel and AutoModelForConditionalGeneration. It better represents the cluster theme than the narrower sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best representative because it targets a core auto-model registration gap rather than a specific downstream head for a different config family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", + "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "accept": false, + "reason": "Different model families and different API surfaces: one is registration for Qwen3-Omni generative auto classes, the other is sequence-classification support for Qwen3.5. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "ebef4ad00b083658c8271d2bce1037724dd2f53a420c6d94175aa2d017b221b4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled 'huggingface' form a clear duplicate cluster; issue 43835 ('Fett') looks unrelated. The earliest huggingface report, 43845, is the best canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface' issues and has strong duplicate evidence with 43846 and 43859.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest cluster representative: it matches the other two huggingface issues closely, while 43835 does not appear to share the same topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence beyond generic similarity; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Near-identical title/body pattern ('huggingface') and high textual overlap indicate the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same 'huggingface' issue pattern with strong textual similarity; likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all share the same title and have much higher soft-similarity scores than the 43835 pairings, while 43835\u2019s different title and much lower similarity support treating it as separate. The choice of 43845 as canonical is also supported by its earliest created_at among the huggingface issues. The verdicts stay appropriately cautious given the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "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": "3d302461c4657506de64c652ee17a83edfefd204a1485a0e19eb2ebc0ffdaead", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all low-information, likely spam/template issues with no concrete bug report or change request, so no true duplicate cluster can be established.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44418 is the least spam-like and the only item with a vaguely descriptive title, so it is the closest representative, though still far too generic to be a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most representative by process of elimination, but it still lacks actionable detail and does not clearly describe a unique underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles, but that does not show a shared underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no concrete shared issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different generic/placeholder titles with no actionable overlap or same bug described." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no evidence of the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam placeholder titles are not enough to establish the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam versus an unrelated generic title; no concrete shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "271a91af493a6460b15066097527989343ac8ba80bf4f90169578c4a6fa08424", + "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 are strong duplicate candidates: they share an identical title and have soft-similarity evidence, but the packet does not expose the bodies, so the evidence supports clustering rather than a claim of near-exact duplication.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue representative for the cluster for the same reasons: earlier creation and slightly more linkage/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus soft-similarity evidence make these strong duplicate candidates; while the body text is not visible here, they likely track the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair looks plausibly related because the titles are identical and there is soft-similarity evidence, but the packet does not expose the bodies, so saying the issues are \"near-exact duplicates\" or that they have \"highly similar body\" overstates the evidence. A more conservative wording would be that they are strong duplicate candidates based on identical titles and soft similarity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "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": "30584d64e5ffcb57300908acee4dffa0c63744462f9a42c4be7a718148e8e778", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module uint8/NF4 torch.finfo TypeError, the other is a BitsAndBytesConfig llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45674 is the broader, more generally actionable report about BitsAndBytesConfig behavior in 4-bit inference; #45672 is a specific Gemma4/audio-module crash with a different failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the better representative issue for the cluster because it describes a clearer configuration-level regression and is less model-specific than #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: one crashes in Gemma4 audio modules due to uint8/NF4 torch.finfo handling, the other is an llm_int8_skip_modules / lm_head exclusion regression causing AssertionError. They are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "33825260da028828472a65e05bc9f1c3cbc0c878850beced77ef8136309dcb54", + "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 just name/date strings with no body or technical content, and they do not describe the same bug or change. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated, so there is no good issue to designate as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "These are unrelated placeholder-like issues containing different personal names and dates, with no shared technical problem or 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": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "3533060fcb59fa9040d5b55527639444017236fd3b60c6700bfb2b8f2c759427", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated name-only entries with no body, links, or shared technical context; they do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Neither issue has enough technical detail to justify canonical status; if forced, issue 45764 is only marginally preferable by ordering, not content.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong issue candidate exists because both issues lack any actionable description or evidence of a distinct problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only similarity is the person-name-like title format; there is no shared problem statement, code path, or explicit linkage indicating duplicate intent." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "029b903e1c93f66678a9698e0d92ce0715cc3727bf873ab4bef4569553816c6e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain promotional/DataForge finance-related issues, but it actually splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but is not the same underlying report.", + "confidence": 0.96, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest of that pair, making it the cleanest representative issue in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue representative because it is an exact duplicate pair member, earliest in its pair, and has the most straightforward duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad DataForge finance theme, but the titles describe different artifacts: a dataset bundle vs an example issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; this is a dataset listing, not the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and identical body size; these look like duplicate issues for the same example." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge prompts, but they describe different concrete items: an example vs a scraping-service bundle." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subject, but not the same underlying issue; different title and apparent scope." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete issue content despite similar finance/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme only; not the same underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and identical body size; these are duplicate issues for the same change/request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are the two clear near-identical pairs, while 45869 is only topic-adjacent. The soft-edge verdicts stay conservative, and the representative issue choice is defensible as the earliest member of one duplicate pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "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:46048", + "pull_request:46067" + ], + "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:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "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:43823|pull_request:46067", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "52dac8099c97ddfacffe36dca43f0ca71f6dc5ee20fa7118dee3d290d4564f4e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38365, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38365, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad Transformer infrastructure themes or weak text similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes (PRs 43251 and 43254), which both modify the same function for the same issue and are plausibly one merged change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical PR for the only duplicate pair: it directly targets the linked issue 43240, edits the same function in the same file, and is slightly more complete/explicit about the intended cross-entropy kwargs behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the clearest, most scoped, and explicitly issue-linked version of the only genuine duplicate change; the other PRs are separate features, refactors, or fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both touch model/export-related areas, but one adds VideoPrism and the other adds an Executorch dynamic-shape test for decoder-only LM export. They are unrelated changes, not the same underlying bug or feature." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing methods and adding MobileLLM are unrelated model support changes. No shared code-path bug or mergeable single fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions versus Executorch export tests are different subsystems and different problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model support work, but they target different models and different issues; no common concrete bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Cross-entropy kwargs handling and conversion/base_model_prefix loading fixes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs support and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are distinct changes with different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Different subsystems: loss function kwargs vs conversion/loading prefix handling." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape export testing and MobileLLM model support are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "A test for dynamic export shapes is not the same bug/change as Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Export test coverage and base_model_prefix conversion/loading fixes do not describe the same underlying problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support and `cls.config` resolution ordering are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-collection refactoring are different model-specific changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "Model addition versus loading/conversion prefix handling are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon standardized output collection and the model-creation skill are unrelated; one is code refactoring, the other is repo tooling/docs." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactoring and Mistral4 test fixes affect different models and different behaviors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test fixes and base_model_prefix conversion/loading changes are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and the `layrnorm`\u2192`layernorm` renaming fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are different features/fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test changes and `cls.config` resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and the model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support and the model-creation skill are unrelated repository content." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` in the same file for the same issue 43240, adding support for passing kwargs like `weight` and `label_smoothing`. They are clearly the same underlying fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most pairs are clearly different models/features/subsystems based on titles, filenames, and diffs. The only accepted duplicate, PRs 43251 and 43254, is well supported because both touch `src/transformers/loss/loss_utils.py`, target the same issue 43240, and implement the same `fixed_cross_entropy` kwargs support. The other soft-edge rejections are conservative and do not overstate shared evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "ea40024b82b08e85daec46d51e7746eeabe41c669cc49cf2d673ed34dee4ec84", + "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 target VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation updates. Shared filenames reflect the same model family, not a single concrete fix/change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative of the cluster because it spans the larger VibeVoice integration scope and is more complete than the initial implementation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They overlap on the VibeVoice package and Auto mappings, but #40546 is a base implementation while #42781 adds realtime support and a tokenizer/model variant; these are related but distinct PRs, not one concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "5036a54ec4b15efc4d1020074c1eff81c5c289dd66803a53a9ddc5c14e9c5913", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions: one adds TimesFM forecasting with covariates, the other adds DINOv3 image-classification support. They do not fix the same code path and should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; both are valid but distinct feature PRs in different model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different changed code paths/files; no shared underlying bug or mergeable common 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "6d7ee905fa272a24e4ececb03e68b86b8c57fc9ae577bef8f525e3bad48a2242", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10434, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are independent model additions with shared Transformers boilerplate, but they target different model families and code paths. They are not duplicates.", + "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:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations (DeepSeek OCR vs Isaac); overlap is only in registration/docs scaffolding, not the same underlying fix or mergeable code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with distinct files and behavior; they share generic auto-mapping patterns only, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "78f78bd360f5ff854ae89f37b5db656234052ff0b9f6dfde66d6a7f450637be0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related GitHub Actions maintenance, but they are not the same change: PR 42975 is a broad Node 24 compatibility upgrade for many workflow actions, while PR 42976 is a separate bump of docker/build-push-action to v6 in a different set of workflows.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader, more representative Actions maintenance PR, but it is still not a duplicate of PR 42976 because the affected actions and change intent differ.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Not the same underlying fix/change. 42975 updates many GitHub Actions references for Node 24 compatibility, while 42976 specifically upgrades docker/build-push-action to v6 in docker image workflows. They could coexist in one maintenance sweep, but they are not duplicate 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "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": "23f13d66f07511c25ec2801b02170a6e5799a6462c20bebf2daba57f4e4fd067", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14204, + "estimated_input_tokens": 3551, + "estimated_eval_tokens": 7358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition PRs; the overlaps are mostly shared docs/auto-registration boilerplate, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs add different models (ViT NEPA, Molmo, Molmo2, CTSM) and do not represent one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for dedupe triage: each PR targets a distinct model and code path, so none is a suitable representative 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 files are generic docs/auto-registration only." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is limited to common framework plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families (vision model vs time-series CTSM); shared paths are broad infrastructure only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with separate implementations; not the same fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model additions; common docs/auto files do not indicate a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM address different models and code paths; overlap is only shared boilerplate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "af41285ce09f45fbc40cea4de047bb8d92b18227449184f2c71a168114da7c90", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: they span unrelated areas (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization, and FSDP tied-weights handling). The cluster is heterogeneous, with no pair clearly fixing the same concrete bug or mergeable as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46102 is the clearest standalone bugfix in the cluster: it targets a specific FSDP tied-weights issue with focused code and test changes, whereas the others are unrelated or much more incidental.", + "best_issue_reason": null, + "best_pr_reason": "PR 46102 is the strongest representative change because it has a concrete subsystem, a specific defect, and a coherent implementation/test story. The other PRs are either test noise, broader refactors, or address different code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fixes and CLIP/ViT test edits are unrelated; they do not address the same code path or bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic and FP8 dequantization are different subsystems with different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Synthetic test failures in CLIP/ViT are not the same issue as FSDP tied-weights handling." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated areas: model test files versus FP8 quantization/loading internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "3ca86f1bea8e5451fc8c04029deb08a34d43d75b5bb06186f9b533301455f442", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11339, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only PRs 46100 and 46114 are true duplicates: they have the same ViT test-only diff. The other PRs are unrelated dummy/test or infrastructure/model changes and should not be clustered together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46114 is the clearest representative of the only exact duplicate pair (46100/46114); the rest of the items are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the best single representative for this cluster because it matches 46100 exactly while having the more explicit fork/test-migration context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are test/don't-merge PRs, but they change different files and different behaviors: repo-bot/version/setup changes vs. ViT test migration." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They only share a generic test-model file; one is a setup/version check PR and the other is broad workflow/model/instrumentation changes." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Different underlying changes: CI/workflow and model/config edits versus a tiny ViT test migration with failing asserts." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "PR 45932 is a broad tracing/model/config change, while 46100 only adds failing ViT test assertions; not the same code-path fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are effectively identical PRs: same file, same inserted assertions, and the same ViT test-migration change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46100 and 46114 have the same exact diff, while the other pairs only share superficial file overlap or broader infra/model changes. The soft-edge rejections are conservative and the one accepted pair looks mergeable as the same ViT test-only change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "ff50975c6aad8588d5700e7b12acc3cf0650aac66c78237133c4112383d49001", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines (promptable concept segmentation vs promptable visual segmentation). They share framework/docs scaffolding, but they do not look like the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement distinct pipelines and target different model/task integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate; both are independently valid feature additions, but they address different use cases.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete pipeline features with different filenames, model integrations, and task docs; shared scaffolding alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "9cc6afe63b6138f0b73edf042cd8c83413ea65e5178aa60dd5da6b0b14adeede", + "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": "Two open PRs touch the same file but implement different trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 43651 changes training-step loss normalization, while PR 43663 refactors signature-column filtering into a helper for custom trainers.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger standalone representative because it targets a concrete training behavior change in the loss-scaling path; PR 43663 is a separate trainer refactor/extension hook.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: 43651 adds a gradient-accumulation loss-scaling hook in training_step, while 43663 adds an overrideable signature-column helper for dataset column filtering. They are not mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "5fb996f7b77799bb8b521a1699cb10fab7729696e19f9b68f31cb242462ae7e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate CLI typing/runtime fixes in the same file, not the same PR: one targets a TypeAdapter NameError generally, the other specifically avoids importing pydantic at runtime when it is absent.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more specific and concrete fix: it explicitly addresses the TypeAdapter NameError when pydantic is not installed, with a small, focused change under TYPE_CHECKING.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it states the failure mode clearly and patches the runtime import/annotation problem directly; #43656 is a different typing cleanup around __future__ annotations and does not match the same concrete bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and TypeAdapter typing, but they fix different problems: #43656 is a general NameError/annotation cleanup, while #43842 specifically handles pydantic being unavailable. They are not the same underlying change and should 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": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request: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:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "77c1aa58b857f30f4a68eeb7e12d5cfca1f67f334cc726cba4c14e9bec73409e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors around standardized output tracing/capture_outputs. Only a few pairs look like true duplicates/iterations on the same code path (notably GPT-J/CodeGen and GPT-Neo); the rest are same-theme but different model implementations and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue item is present; among the PRs, #44066 is the best anchor because it is explicit, broad, and clearly targets the GPT-J/CodeGen output-tracing refactor tied to #43979.", + "best_issue_reason": null, + "best_pr_reason": "#44066 is the clearest representative of the shared standardized output-tracing work and has the strongest scope/traceability among the PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and forward paths; both touch output tracing, but not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44085 looks like a narrower iteration of the broader 44066 refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet vs EfficientNet; same standardized-output effort, but not the same concrete code path." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; no shared code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models (GPT-J/CodeGen vs EfficientNet); only the refactor pattern matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same topic, different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; 44068 is a near-duplicate iteration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; related refactor family but different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete implementation change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same refactor style, different underlying code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; no shared concrete bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same standardization theme, but not the same code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; 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same tracing style, not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44161", + "accept": false, + "reason": "ResNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; same theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44018", + "accept": false, + "reason": "MPNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44101", + "accept": false, + "reason": "RegNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo do not share the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs SegFormer; same high-level refactor idea, different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44073", + "accept": false, + "reason": "CVT/FNet and VisualBERT are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; not the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model files and behaviors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same refactor pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; same family, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing work; 44722 looks like a later refresh of the same change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path, and 44722 subsumes the narrower GPT-J refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs ResNet/RegNet/RT-DETR are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and ViT are unrelated model code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; 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The rejected pairs are conservatively framed as same-theme but different implementations, which matches the packet. 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They are similar in theme, not duplicates of the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest anchor because it has an explicit issue target, a larger and clearer change set, and a focused description of the standardized output-capture refactor for one model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best representative of the cluster\u2019s theme since it is explicitly tied to issue 43979 and clearly demonstrates the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different implementation paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate model migrations (MPNet vs VisualBert). 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just another output-tracing refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different concrete implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrappers/models; similar tracing refactor, not one mergeable change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model code paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but on different model stacks and not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; no shared bug beyond the refactor pattern." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model-specific tracing changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; similar refactor only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Not the same underlying change, just the same tracing motif." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model wrappers with separate forward code." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and code paths; not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific refactors." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; same theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Model code versus docs toctree cleanup; unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs-only navigation edit is unrelated to encoder-decoder tracing code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs-only toctree change, not the same change as model refactoring." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "Unrelated docs navigation cleanup versus model code refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Completely different scope: model tracing code versus docs toctree cleanup." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "8f6db561837b687e10f05d05d32f471e37f1a0b1f03a9856ca370771742cf5a5", + "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": "All three artifacts are separate model-addition PRs for different models (PenguinVL, Deepseek-OCR-2, Voxtral TTS). They share broad Transformers integration files, but they do not fix or implement the same underlying model/code-path, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model and related integration, so they are not duplicate changes.", + "best_issue_reason": null, + "best_pr_reason": "No best PR as a duplicate representative. If forced to choose the most complete standalone implementation, PR 45075 is the most feature-rich, but it is still unrelated to the other two models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "PenguinVL and Voxtral TTS are different model integrations with different architecture, files, and purposes; shared auto/docs wiring is too generic to indicate the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and Deepseek-OCR-2 are distinct model-addition PRs touching different model codepaths; similarity is only at the framework-registration level." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Deepseek-OCR-2 and Voxtral TTS implement different models and converters/processors; they are not the same bug or change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "7e88d5f31f67236a10c4011d0c86c4ec40af65b76e15fb02a70f766f4258ac38", + "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 theme but not duplicates: #44979 introduces a generic Module Fusion API, while #45363 builds a specific n-to-1 kernel fusion feature on top of KernelConfig and integration hooks. They should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational change: it adds the reusable module-fusion API and test coverage, which the later kernel-fusion work appears to build on rather than duplicate.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the most user-facing and complete feature PR, but it is still a distinct follow-on change rather than a duplicate of the API introduction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share a broad fusion concept, but one adds a generic Module Fusion API and the other implements a specific n-to-1 KernelConfig fusion path. Different code paths, different goals, and not something that would plausibly be merged into a single 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": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "354998e39faf5ca92ef0ae98b2916b6ea5a5484eda77f161b6576bb024138ce0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR adds tests and is the more complete representative.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it targets the same bug fix as 45086, is later and more developed, and includes test coverage for the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative since it fixes the same concrete code-path bug and includes the supporting test change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in `_patch_mistral_regex`, same code change in `src/transformers/tokenization_utils_tokenizers.py`, same explicit issue target, and the later PR appears to be a superset with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "c46ce69020134ff46cafd135a19d5acc2476ba989cdbb5fdb1f8e3b405aa9c5b", + "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": "Two related NemotronH PRs, but they target different change sets: one is an inheritance/refactor and conversion-mapping update, the other is a broader feature split adding NemotronHDense/NemotronHSparse plus docs and tests. They overlap on shared NemotronH files, but they are not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative for the cluster because it is the broader, more user-facing NemotronH family change, covering the dense/sparse model split, auto-mapping, docs, and tests. PR #45115 is a narrower refactor/conversion-mapping step.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest single PR to keep as the cluster\u2019s anchor: it contains the larger functional expansion and the surrounding docs/test/model registration work, whereas #45115 is a narrower internal refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: these are related NemotronH efforts, but not the same concrete bug/change. #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion mappings; #45569 adds separate NemotronHDense/NemotronHSparse implementations, docs, auto-mappings, and tests. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "6a43dac3520b07889d42ed9abbb7c865f5066c8b18b15c9a3b2dfd976410414c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs, but not duplicates: one adds heterogeneous per-layer config support, the other builds on it to add heterogeneous modeling behavior. They share infrastructure files, yet they target different levels of the stack and would not realistically be merged as a single fix/change without collapsing two separate PR scopes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change and the more representative artifact for the cluster because it covers the end-to-end heterogeneous model support, including modeling and cache/masking integration, rather than only the config layer.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the full feature area and is the more complete user-facing change; PR #45333 is a prerequisite/config-only slice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct changes: #45333 introduces heterogeneous per-layer configuration plumbing, while #45332 implements heterogeneous modeling behavior using that foundation. They do not fix the same concrete bug and should not be treated as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "ba50a6e1f2d6ad8783825c504310c3419773aa468eb3e7c2f17e3656a3863e3e", + "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": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking pass, while the other is a targeted typing fix for specific model/PEFT utility paths. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR should be treated as canonical for a duplicate pair here; the two changes are distinct in scope and intent.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the broader, more representative type-checking sweep across many `src/transformers/*.py` files and the type-check config, so it is the better cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different change sets: #45415 is a wide type-checking pass across many files plus `pyproject.toml`, while #45425 adds typing helpers/protocols for modeling_utils/PEFT-related code paths. They are related by theme but not the same underlying fix 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": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:46101" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101" + ], + "prepared_review_unit_hash": "fea5bc135c6147deb9237924ff1e3db5241cf7029f9232e11e3b4ac1ee4963f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5132, + "estimated_input_tokens": 1283, + "estimated_eval_tokens": 2822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both device-placement / model-parallel fixes, but they target different models and different code paths (AltCLIP/ChineseCLIP vs Qwen2-Audio). They are not the same underlying bug and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the stronger standalone candidate: it fixes a concrete model-parallel device mismatch in AltCLIP/ChineseCLIP with clear code changes and tests, while PR 46101 is a narrower Qwen2-Audio tensor-device fix. They are separate fixes rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Different models and different failing paths: AltCLIP/ChineseCLIP token-type id handling versus Qwen2-Audio audio mask construction. Same broad theme, but not the same bug or one PR candidate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "bb2192f124791c8a861558dbc31246ded008b2ea2da7ac4faf9da43b346c3287", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains one unrelated PR (Qwen3.5 GDN linear-attention cache fix) and one true duplicate pair for Mamba2 cache handling with seq_len > 1. The two Mamba2 PRs address the same underlying bug in the same code path and should be merged as duplicates; the Qwen3.5 PR should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the best canonical representative: it directly targets the Mamba2 use_cache seq_len>1 bug, explicitly links the tracking issue, and appears to include the most complete fix/tests/documentation for that code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest overall representative of the Mamba2 fix because it is the most explicit and complete change for the shared cache-sequence-length bug; PR #46084 is a narrower code-only variant of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different mechanisms: Qwen3.5 GDN linear attention vs. Mamba2 mixer cache handling. Similar high-level theme, but not the same underlying bug or mergeable change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both PRs fix the same Mamba2 use_cache bug for seq_len > 1 in the same model code path. The later PR is a broader version of the same concrete change, so they are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet. PR 45513 is clearly a different model and bug path from the Mamba2 changes, so rejecting that pairing is conservative. PRs 46084 and 46098 share the same issue target (46032), the same Mamba2 files, and the same seq_len>1 cache bug, so treating them as mergeable duplicate variants is reasonable. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "9bfdb608b38f1c0eb7519701dc0ee4acd9220f8b29178fd14fc9ddbe6ff90d6d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to expert-parallel loading, but they fix different bugs in different code paths: one is about preserving distributed_config/EP detection during Accelerate + ZeRO-3 loading, the other about preventing expert weights from being overwritten during FSDP2/broadcast handling.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it fixes the more direct parameter-loading correctness bug in the expert-parallel path; PR #45548 is narrower plumbing around config serialization and EP detection.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone representative of the cluster\u2019s theme because its diff targets the concrete expert-weight overwrite/loading behavior across the distributed loading stack.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge: they address different failures. #45548 preserves distributed_config and adds has_ep for Accelerate/ZeRO-3 loading, while #45662 wraps loaded params post-shard to stop expert tensors being overwritten under FSDP2/broadcast. Same broad EP area, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "ae0fa9d5904b05edf26ce39e6f62034473f866f4b500d049df3cec14eb66b082", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in testing debug logs; 45645 is the broader fix and subsumes the narrower 45639 change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete implementation of the captured_info xdist fix: it includes the testing_utils change from 45639 and also updates CI/reporting to read multiple worker-specific artifacts instead of a single file.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it addresses the full concrete workflow/code-path problem, not just the library-side file naming change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision for captured_info output; 45639 is effectively a subset of 45645\u2019s broader end-to-end solution." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "9c8e4be742a744f40aa855a0917a7a9794e5f253ac9a27b6e33e5ce3d28b5c02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4394, + "estimated_input_tokens": 1099, + "estimated_eval_tokens": 2454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-specific PRs that both add attention-dispatch support, but for different architectures (ShieldGemma2 vs CTRL). They are not duplicates or mergeable into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the more substantial and representative change, with broader edits across model code, tests, and docs.", + "best_issue_reason": null, + "best_pr_reason": "[ShieldGemma2] Support attn_implementation dispatch is the best overall representative of the cluster because it is more complete and better evidenced by tests/docs, while still being clearly distinct from the CTRL PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both PRs add attention implementation dispatch, but they target different model families and separate code paths (ShieldGemma2 vs CTRL). They are related only at the pattern level, not the underlying bug/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/manifest.json b/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ad17c332d5ff59e977c2749300026fab9f76edd4 --- /dev/null +++ b/snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260520t180026z", + "artifacts": { + "hybrid": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-20T18:12:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260520T180026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260520T180026Z/manifest.json b/snapshots/20260520T180026Z/manifest.json index 55fadbaf2693b7b724ca1c2770ff4f20dfb39139..f67c48ff83f5d6a162f5664d5798829d114679ab 100644 --- a/snapshots/20260520T180026Z/manifest.json +++ b/snapshots/20260520T180026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 414 }, "extracted_at": "2026-05-20T18:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260520t180026z", + "runs": { + "hybrid-model-20260520t180026z": { + "analysis_id": "hybrid-model-20260520t180026z", + "artifacts": { + "hybrid": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260520T180026Z/analysis-runs/hybrid-model-20260520t180026z/manifest.json", + "model": null, + "published_at": "2026-05-20T18:12:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260520T180026Z", "watermark": {