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+ "left_pr_number": 46908, + "right_pr_number": 46926, + "code_similarity": 0.31, + "size_similarity": 0.8, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [], + "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-43998-2", + "cluster_id": "cluster-46927-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43998, + "canonical_pr_number": 46927, "issue_numbers": [], "pr_numbers": [ - 43998, - 44004 + 46927, + 46971 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43998, - "right_pr_number": 44004, - "code_similarity": 0.12, - "size_similarity": 0.398, + "left_pr_number": 46927, + "right_pr_number": 46971, + "code_similarity": 0.162, + "size_similarity": 0.786, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.269, + "patch_similarity": 0.029, "shared_filenames": [], "shared_file_areas": [] } @@ -2705,12 +3238,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2733,22 +3267,18 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-2", + "cluster_id": "cluster-43451-7", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46912 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43612-2", - "canonical_pr_number": 43612, - "duplicate_pr_numbers": [ - 43613 + 46196, + 46836, + 46912, + 47003, + 47034, + 47035 ], "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-7 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2776,15 +3306,6 @@ "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-43998-2", - "canonical_pr_number": 43998, - "duplicate_pr_numbers": [ - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2830,16 +3351,6 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, - { - "cluster_id": "cluster-46658-3", - "canonical_pr_number": 46658, - "duplicate_pr_numbers": [ - 46836, - 47003 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46658-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2850,13 +3361,32 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46908-2", + "canonical_pr_number": 46926, + "duplicate_pr_numbers": [ + 46908 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46927-2", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46927-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -2869,10 +3399,10 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 146.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index df722a876ba7bfaab904c1860930f88c6b489042..4c41d5c7b540e41472f5c386da2c060ed0b842c7 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": "20260704T000723Z", - "generated_at": "2026-07-04T00:12:21Z", + "snapshot_id": "20260704T060749Z", + "generated_at": "2026-07-04T06:19:17Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 1, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:24643", "issue:30277", @@ -132,364 +132,382 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "27f298912aeba2f04809a1c72571b19750fb59c97cd360e92710e6451d3b5ef4", + "prepared_review_unit_hash": "e1c576a3545617705247f865df7bea44f2d4c5814ccfbc335c9f649875631fd7", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46576, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46568, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of transformer/runtime issues. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 BERT index-0-out-of-bounds reports, with a separate torch 2.4.1 incompatibility pair; the rest are only loosely related by broad model/device-map themes.", - "confidence": 0.57, - "canonical_issue_reason": "Use issue:43596 as the canonical issue: it is the cleanest representative of the repeated DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure and is the better anchor for that duplicate subcluster.", + "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups: ZeRO-3/BERT load-time index errors, Qwen3_5Moe rotary-embedding device/materialization bugs, and a torch 2.4.1 compatibility regression. Most other soft links are only broad subsystem or model-family similarity, not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "43596 is the best issue anchor in the strongest duplicate subgroup: it captures the broad ZeRO-3 index-out-of-bounds failure during Bert model initialization, and the nearby variants are narrower versions of the same load-time bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43596 is the best overall issue candidate because it most directly captures the shared concrete bug in this cluster without extra model-specific noise.", + "best_issue_reason": "43596 is the cleanest representative issue in the cluster for duplicate triage because its title states the core failure mode broadly, without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3_5Config missing an attribute vs streaming chat/completions API behavior." + "reason": "Different Qwen3.5 failures: a config attribute error vs a streaming chat/completions bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated bugs in different paths: AMD GPU device-map failure vs MPS histogram-on-int error." + "reason": "Different model/hardware problems; only superficial accelerator overlap." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms: image dtype mismatch vs GPT-OSS GPU failure." + "reason": "Different models and different failure modes." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU device-map failure are not the same code-path bug." + "reason": "Different model-specific dtype issue vs an AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and contexts; one is a GPU failure, the other is a broken example." + "reason": "Different models and code paths; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete failures; not the same bug." + "reason": "Different model families and different runtime errors." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export and FineGrainedFP8 Qwen3Moe failure are different issues." + "reason": "Different model/export bug vs FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different problems: ONNX export vs CUDA assert with auto device mapping." + "reason": "Different failure modes and code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Different topics: table QA crash vs stale RAG examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import failure do not share the same underlying bug." + "reason": "Different issues: export error vs GenerationMixin import breakage." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup around v5, but they target different removed topics and are not the same concrete change." + "reason": "Both are v5 docs cleanup, but they reference different removed items and likely different docs changes." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different areas: TRL SFT embedding unpacking vs resume-training remote-code handling." + "reason": "Different training/embedding and remote-code resume issues." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training remote-code issue and YOLO multi-GPU mapping issue are not duplicates." + "reason": "Different model/workflow failures." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Different errors: mask shape mismatch vs device mismatch in Gemma4 PLE." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention size/index problems, but the failures are different code paths and symptoms." + "reason": "Same broad indexing theme, but different error and model path." }, { - "left": "issue:43638", + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes; only a superficial zero-sized tensor similarity." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input bugs and different error signatures." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different issues with no shared concrete bug." + }, + { + "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/BERT loading bug vs remote-code resume-training bug are unrelated." + "reason": "Different video-processing and training-resume issues." }, { - "left": "issue:43596", - "right": "issue:44805", + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different model processor bug vs export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", "accept": false, - "reason": "Different bug classes: ZeRO-3 index error vs mask shape mismatch." + "reason": "Both involve DeepSpeed, but the concrete failures and models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds loading failure; only the model wording differs." + "reason": "Same ZeRO-3 load-time index-out-of-bounds failure; 43638 is just a narrower Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Unrelated issues: Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/load inconsistency are not the same bug." + "reason": "Different model/runtime failures." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class AttributeError are separate problems." + "reason": "Different processor bug vs remote-code config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms; no shared concrete bug." + "reason": "Different models and different device-map failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the errors are different and not the same failure mode." + "reason": "Both involve DeepSpeed, but the specific runtime errors and code paths are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recompute mismatch and mask shape mismatch are different bugs." + "reason": "Different distributed-training failure vs tensor/mask shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram/int issue and YOLO multi-GPU mapping issue are unrelated." + "reason": "Different platform/model issues." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding state/device-handling bug, expressed through CPU offload and meta-to-empty materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing tensor size mismatch and compute_loss keyword breakage are unrelated." + "reason": "Different training bugs: activation checkpointing/FSDP vs CustomTrainer signature mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed/BERT load error and GPT-OSS tensor-parallel issue are not the same code-path." + "reason": "Different bug classes and different model families." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "These are different bugs in different model/runtime stacks." + "reason": "Different issues; only a generic loading/distributed-training overlap." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and failure signatures; not mergeable as one fix." + "reason": "Different model-specific runtime failures." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse embedding lookup and video feature/token mismatch are different issues." + "reason": "Different Gemma4 input-handling and Qwen3.5 video-template bugs." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and runtime failures; only broad hardware context overlaps." + "reason": "Different model/hardware failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attr regression and Mistral tokenizer regex crash are unrelated." + "reason": "Different bugs: missing config field in vLLM vs tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-mismatch and expensive reverse-embedding lookup are different problems." + "reason": "Same model family, but different concrete failures and code paths." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility against transformers, so this looks like one version-compatibility bug." + "reason": "Same torch 2.4.1 compatibility regression; 46515 is the same issue phrased more narrowly." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different failures." + "reason": "Different distributed-training and device-map failures." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." + "reason": "Different incompatibility targets and different runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Different problems: autocast dtype mismatch vs tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo tracing failure and Mistral-3 dtype mismatch are unrelated." + "reason": "Different models and failures; only a broad Mistral/Mixtral similarity." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:45685", "accept": false, - "reason": "Different model/runtime failures; not the same underlying bug." + "reason": "Different runtime errors and unrelated platforms." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral dtype mismatch and broken official Nemotron example are not duplicates." + "reason": "Different model-specific bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B-NVFP4 error and TRL SFT embedding-unpacking failure are different code paths." + "reason": "Different Qwen-family issues with different failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid-method bug and MPS histogram-on-int issue are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model-specific failures; no same underlying bug." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." + "reason": "Different subsystems and errors." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different models and contexts; not enough to treat as the same concrete bug." + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds load failure during model initialization; only the model family differs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs updates, but they are distinct documentation fixes." + "reason": "Both are docs issues, but they concern different obsolete references and are not the same change." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram issue are different failures." + "reason": "Different models and different runtime failures." }, { - "left": "issue:41762", - "right": "issue:44805", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and mask shape mismatch are different bugs." + "reason": "Different bugs: distributed collectives mismatch vs trainer API breakage." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Video input StopIteration and resume-training remote-code issue are unrelated." + "reason": "Different failure classes with no shared code-path bug." }, { - "left": "issue:46165", - "right": "issue:46468", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Remote-code training resume and broken official Nemotron example are not the same bug." + "reason": "Different topics: AMD GPU model failure vs outdated RAG docs." }, { - "left": "issue:46165", - "right": "issue:46869", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Remote-code resume-training and YOLO multi-GPU mapping are different issues." + "reason": "Different bugs; only generic tensor/loss behavior overlap." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate clusters are well-supported by the issue titles and soft-similarity signals: issue:43596/issue:43638 and issue:45800/issue:46515. The remaining pairwise rejections are cautious rather than overconfident, and the summary does not overclaim broader duplication beyond the packet evidence." + "feedback": "The summary is grounded in the packet: it only calls out duplicate-like groups that are strongly supported by the titles, and the rejected soft links stay conservative. The accepted pairs are plausible same-bug matches, and the rest are appropriately treated as broad-similarity rather than duplicates." }, "evaluator_used": true, "retried": false, @@ -502,13 +520,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 2, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:36010", "issue:39290", @@ -576,8 +594,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:44292|issue:46015", "issue:43866|issue:44863", + "issue:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -603,20 +621,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "1fb6a7f9e6715fdb7821eb36250279be51f5789583d1ceb8ebecb73e81b5ca8c", + "prepared_review_unit_hash": "9eada383f9641bd835f5c7fa2af964158b91d478afde268a21c27665c58a8970", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40037, + "serialized_chars": 40040, "estimated_input_tokens": 10010, "estimated_eval_tokens": 20276 }, @@ -625,270 +643,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and only shows a couple of plausible duplicate pairs: a v5 AutoTokenizer token-ID regression pair and a DeepSpeed ZeRO-3 index-out-of-bounds pair. Most other items are clearly unrelated despite superficial embedding similarity.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45920 is the best representative of the broadest concrete regression here: a v5 AutoTokenizer token-ID bug affecting multiple model families. It is more general and higher-signal than the narrower Granite-specific report.", + "summary": "This set is mostly heterogeneous model/runtime bugs. The only clear duplicate-looking pair is the AutoTokenizer v5 token-ID regression reports; the rest share broad subsystems or similar exception shapes but not the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the better umbrella for the shared AutoTokenizer regression: it describes the same wrong-token-ID behavior as 45812, but across multiple model families rather than one Granite-only case.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest global issue candidate because it captures the widest underlying bug and has the clearest cross-model impact. The rest of the cluster is too mixed to serve as a better canonical.", + "best_issue_reason": "Issue 45920 is the strongest representative issue in this cluster because it captures the broad, concrete regression and is the most likely target for deduping the narrower tokenization report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they point to different breakages in different code paths." + "reason": "Both mention torch/version compatibility, but one is a general version mismatch and the other is a specific USE_DISTRIBUTED=0 regression; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model-load failure vs. distributed-support regression; not the same bug." + "reason": "Different failures: vLLM model loading for PaddleOCR-VL versus PyTorch distributed build/support breakage." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "One is a corrupted checkpoint report, the other is a missing weight-loading issue for a different model." + "reason": "Checkpoint corruption and missing weight loading are both load failures, but they are different models and different root causes." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 initialization/loading failure with an index-0 out-of-bounds error, so they likely share the same underlying bug." + "accept": false, + "reason": "Both are zero3-related IndexErrors, but they involve different models and different failure points; too broad to treat as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different failure modes; only broad framework overlap." + "reason": "A missing config attribute in Gemma3/vLLM is unrelated to Qwen3 MoE device-map CUDA asserts." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover unrelated documentation problems." + "reason": "These are unrelated documentation issues touching different APIs and versions." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated runtime/storage error vs. distributed build regression." + "reason": "Float8 storage lookup failure is a runtime/storage-support issue, not the same as distributed build incompatibility." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and error contexts; no concrete shared bug." + "reason": "Different domains and symptoms: AMD GPU support versus table-question-answering pipeline crashes." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer bug vs. documentation/example cleanup." + "reason": "Incorrect detokenization is a code bug; outdated RAG examples are documentation drift." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger cross-entropy call issue is unrelated to the video chat-template StopIteration error." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different device/template failures." + "reason": "Device-map forward mismatch and video apply_chat_template token/feature mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor-loading failure vs. device-mismatch forward error; not the same bug." + "reason": "Processor loading failure for Voxtral and Gemma4 PLE device mismatch are distinct issues." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." + "reason": "A corrupted checkpoint is not the same as a ModelOpt/NVFP4 compatibility issue." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint-loading failure vs. outdated RAG examples." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage are different compatibility problems." + "reason": "Remote-code model breakage is a different code path from the USE_DISTRIBUTED=0 PyTorch support regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." + "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs in v5, with 45920 being the broader multi-model report and 45812 a narrower Granite-specific instance." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Quantized Qwen runtime failure vs. docs issue." + "reason": "Both affect model loading, but one is a corrupted checkpoint report and the other is a specific NemotronH implementation/load failure." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Corrupted checkpoint report vs. model class loading bug; not the same underlying defect." + "reason": "NVFP4 runtime failure and RAG documentation problems are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter-construction incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes Int8Params keyword incompatibility is separate from torch distributed support changes." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the model families and failure mechanisms differ." + "reason": "Both mention sliding-window concepts, but the models, stack traces, and failure modes differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both involve size/index errors under ZeRO-3, but the reported symptoms and model contexts are different enough to treat as separate." + "reason": "Both are IndexErrors under training/loading, but the reported shapes and code paths are not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure vs. table QA task crash; no shared code-path evidence." + "reason": "Whisper loading/runtime failure is unrelated to table-question-answering pipeline crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for a specific model vs. checkpoint corruption." + "reason": "Unit-test model load failure and corrupted checkpoint report different underlying problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic-field breakage are separate issues." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Tokenizer regression vs. task-specific crash; unrelated." + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are different compatibility failures." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + "reason": "Both are chat-related, but one is a model crash and the other is a streaming API failure; not the same bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the pydantic regression." + "reason": "Whisper runtime/load issue and pydantic model-field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention training/loading problems, but the specific error paths are different." + "reason": "Zero3 init IndexError in BertModel and torch 2.4.1 compatibility are different issues." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "MoE grouped_mm tracing error vs. YOLO multi-GPU device-map failure." + "reason": "Grouped_mm tracing in Mixtral and YOLO multi-GPU device-map auto failures are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and unrelated symptoms." + "reason": "NVFP4 model execution and table-question-answering crashes do not describe the same defect." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM config problem vs. Gemma4 device mismatch; different bugs." + "reason": "Gemma3 sliding-window config and Gemma4 device-map forward mismatch are different model-specific bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram error are unrelated." + "reason": "Chat streaming API failure and MPS histogram Int support error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs. Gemma/vLLM config attribute error." + "reason": "Importing GenerationMixin and a missing sliding_window_pattern attribute are unrelated failures." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Torch dynamo grouped_mm tracing and MPS histogram support errors are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error vs. autocast dtype mismatch; similar MoE surface area but not the same bug." + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are separate bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure vs. template-node compile error; unrelated." + "reason": "Processor failure and template-node compilation error are not the same underlying problem." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and checkpoint corruption are different issues." + "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are distinct issues." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs. YOLO multi-GPU device-map issue." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map auto failures are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are error reports with index/shape problems, but the exact failures and model setups do not match." + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero-sized tensor index-out-of-bounds are different failure modes." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating issue vs. remote-code model_class.config_class AttributeError." + "reason": "Fallback logic being blocked and remote-code config_class lookup failures are separate code paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig pydantic field are different regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility issue vs. Gemma4 forward device mismatch." + "reason": "Torch compatibility and Gemma4 device-mismatch problems are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles: the v5 AutoTokenizer token-ID regression pair (45812/45920) and the ZeRO-3 index-out-of-bounds pair (41762/43596). The rest of the verdicts are appropriately cautious and do not overclaim." + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (45812 \u2194 45920) is well supported by the titles as the same AutoTokenizer v5 token-ID regression, with 45920 as the broader umbrella report. The remaining pairwise rejections are conservative and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -901,13 +913,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 3, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:39186", "issue:40990", @@ -990,190 +1002,190 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "cca91c499b642e931a08f8879eedaea43486e2f73568d996f81da13b420f078a", + "prepared_review_unit_hash": "e61c4c583d9c3a94618f0f93b1d05aa35d2cbf7df85fbed4098235044cb82ec3", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36239, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36242, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issue reports with a few true duplicate subclusters: remote-code custom module loading, Qwen3.5 video-input handling, and input-validation error messaging. Most other pairs are only loosely related and should remain separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45698 is the clearest representative of a real duplicate subcluster: it describes the general symptom of loading the wrong custom module, while issue:45632 is the more specific leaf-directory cache-collision variant.", + "summary": "Mostly heterogeneous issues with only one strong duplicate candidate. The Qwen video-input reports look like the same underlying regression; the rest are superficially similar but describe different models, validation paths, or failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report: a v5.3.0 video-input regression spanning several Qwen/VL model variants, and it cleanly subsumes the strongest duplicate candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue here: concrete, user-facing, and broad enough to subsume the matching cache-path collision report.", + "best_issue_reason": "issue:44479 is the best global representative because it describes the widest concrete regression and is more umbrella-like than the narrower per-model report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failure modes: PaddleOCR-VL loading vs gpt-oss GGUF support." + "reason": "Different problems: model load failure for PaddleOCR-VL vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are embedding/mask shape errors, but the model and code path are different enough to avoid merging." + "reason": "Both are index/shape errors, but they involve different models and different tensor paths." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/model-parallel problems: dynamo grouped_mm tracing vs tensor-parallel support." + "reason": "Different MoE failures: grouped_mm tracing error vs TP support not working." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different modalities and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Different model families and codepaths: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is an int4 OOM/memory regression, the other is tied-weights behavior on translation models." + "reason": "One is int4 quantization memory/OOM, the other is tied-weights behavior in translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming API behavior." + "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but they hit different APIs and error classes." + "reason": "Different bugs: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window MoE bug and pydantic PretrainedConfig regression are different code paths." + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs config/pydantic compatibility." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask-shape mismatch and zero3/BERT out-of-bounds error are not the same bug." + "reason": "Both are IndexErrors, but the affected models and failure contexts differ." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal inputs, but image-preprocessor dtype mismatch is distinct from video token/feature count mismatch." + "reason": "Related multimodal area, but different modalities and symptoms: image dtype mismatch vs video feature/token mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "General remote_code breakage and torch/transformers incompatibility are different problems." + "reason": "One is remote_code breakage in recent transformers, the other is a specific torch/transformers incompatibility." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a quality regression report and the other is a loading/pipeline correctness bug." + "reason": "Same model family, but one is degraded embedding quality while the other is a loading/pipeline correctness issue." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same underlying Qwen3.5 video-input regression; the latter is a specific reproduction of the broader v5.3.0 issue." + "reason": "Same Qwen3.5 video-input regression family; both describe the same feature/token mismatch on video inputs." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken official example and multi-GPU device-map behavior are unrelated." + "reason": "Different subsystems: broken official Nemotron example vs YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are separate implementation bugs." + "reason": "Different Qwen 3.5/3.6 config issues: text_config unwrapping vs rotary embedding materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Both involve loading/training flow, but zero3 init index error is not the same as resume-with-trust_remote_code." + "reason": "Different initialization/training flows and different failure modes." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Generic Flash Attention 2 issue versus a remote-code model_class/config_class attribute error." + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training paths and different error mechanisms." + "reason": "Different bugs: multimodal dtype mismatch vs TRL embedding unpacking failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." + "reason": "FSDP weight shape error is unrelated to the Qwen3.5 embedding/TRL failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on GPT-OSS and a GLM5 model issue are not the same bug." + "reason": "Completely different reports: perplexity regression vs a GLM5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and Flash Attention fallback checks are separate regressions." + "reason": "Custom-model notebook breakage is unrelated to flash-attn fallback gating." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Same remote-code loading bug: a cache-path collision can cause from_pretrained to load the wrong custom module." + "accept": false, + "reason": "Both concern remote-code loading, but one is a cache-path collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and translation-model tied weights are different model-specific issues." + "reason": "Both mention tied weights, but they concern different model classes and different failures." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8 Qwen3-MoE failure is unrelated to Flash Attention fallback logic." + "reason": "Different features: FineGrainedFP8Config failure vs flash-attn2 fallback checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied weights on translation models do not describe the same bug." + "reason": "Quantization/offloading memory behavior is unrelated to tied-weights translation-model issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is not the same as a docs-only v5 command removal issue." + "reason": "Unrelated: DSA indexer discussion vs docs typo." }, { "left": "issue:44530", @@ -1185,31 +1197,31 @@ "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed command in docs are distinct documentation issues." + "reason": "A cache-strategy typo is unrelated to the removed transformers run-command docs issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights behavior." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same validation-path bug: 46463 is the T5-family manifestation of the broader input_ids/inputs_embeds XOR error-message issue." + "accept": false, + "reason": "Both are validation/error-message bugs, but they target different argument checks and model paths." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model issues." + "reason": "Completely different: Qwen3.5 embedding/TRL issue vs GraniteMoEHybrid invalid-method call." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs look plausibly duplicate-adjacent from their titles and descriptions, and the rejections avoid over-joining clearly distinct model/code-path failures. No obvious overstatement stands out." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44479 vs issue:46294, is a credible same-family Qwen video-input regression match. The remaining verdicts avoid overclaiming and appropriately treat near-matches as non-duplicates or unrelated." }, "evaluator_used": true, "retried": false, @@ -1222,13 +1234,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 4, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:24643", "issue:28530", @@ -1296,234 +1308,234 @@ "issue:44910|issue:45859", "issue:43054|issue:43493", "issue:42947|issue:44387", - "issue:41553|issue:43883", "issue:45663|issue:45902", + "issue:41553|issue:43883", "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:24643|issue:28530", - "issue:42947|issue:43856", "issue:44403|issue:44488", "issue:43643|issue:45020", + "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:41553|issue:43881", "issue:44991|issue:45399", "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "85a9d7847e0a44ae2f55174662f185bc677e3dabb6424f58d60d8a4bc7e5fc5e", + "prepared_review_unit_hash": "62f31c2393a710960e7faf6027742cad167084cd093d908a357d8dab2e7de989", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose cluster of unrelated issue reports, with a few solid duplicate chains around non-persistent buffer corruption, `cache.get_seq_length()` contract breakage, and some model-specific regressions. The Gemma4 quantized-embedder pair `#46899`/`#46932` is not sufficiently supported as a duplicate in this packet, since `#46932` points to `#46904` instead.", - "confidence": 0.74, - "canonical_issue_reason": "#43950 is the strongest canonical issue because it states the non-persistent-buffer regression precisely (`from_pretrained()` corrupts `register_buffer(persistent=False)` state in Transformers 5.x) and it cleanly matches the related reports without stretching the bug scope.", + "summary": "Mostly unrelated issues, with a handful of solid duplicate/regression pairs around non-persistent buffers, tokenizer regressions, cache seq_length typing, remote_code loading, and Gemma4 dtype-cast handling. The SigLIP2 items overlap in area, but the packet only supports them as related symptoms, not confirmed duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the cleanest canonical anchor for the non-persistent-buffer regression: it names the v5.x corruption directly and matches the close follow-ups in 44534 and 45902.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best anchor for deduping because it captures the core regression in a concrete, reusable way and has the clearest direct duplicate matches in the cluster.", + "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it captures a broad tokenizer regression affecting multiple model families, not just one narrow manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but they describe different models and different failure modes." + "reason": "Different models and different failure modes; only broad LLM-related similarity." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Same broad tokenizer area, but the concrete bugs differ: one is DeepSeek-Coder output regression, the other is CodeLlama encode/decode space stripping." + "reason": "Both are tokenizer regressions, but they affect different models and describe different symptoms." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors versus a model-quality regression; not the same underlying bug." + "reason": "Doc/example errors vs a model-quality/output discrepancy; not the same underlying bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer corruption regression, described with the same failure mode." + "reason": "Near-identical v5 non-persistent-buffer corruption regression; same underlying bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected loss-argument API error and a DeepSpeed loading crash are different code paths." + "reason": "Trainer API keyword regression vs DeepSpeed ZeRO-3 loading failure; unrelated code paths." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Both reports describe the same non-persistent-buffer junk/corruption regression after loading." + "accept": false, + "reason": "Remote_code config-field loss and buffer corruption are separate regressions." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes initialization incompatibility and float8 storage lookup failure are distinct defects." + "reason": "Different quantization/storage incompatibilities with different symptoms and code paths." }, { "left": "issue:46899", "right": "issue:46932", - "accept": false, - "reason": "`46932` says it fixes the same problem as `#46904`, not that it duplicates `46899`; the packet does not clearly support a duplicate relationship." + "accept": true, + "reason": "Same Gemma4 quantized vision/audio dtype-cast bug; 46932 is a follow-up/duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and 3D position_ids flash-attn crash are different symptoms and code paths." + "reason": "Different models and different mechanisms: dtype mismatch vs 3D position_ids/attention behavior." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Broad tokenizer regression report versus a specific DeepSeek-Coder tokenizer bug; not clearly the same defect." + "accept": true, + "reason": "Both describe the same v5 tokenizer-output regression family; 46489 is a specific model manifestation." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "A model embedding quality complaint and a general tokenization/version-change report are too broad to merge as one bug." + "reason": "SigLIP2 embedding drift and generic tokenization change are not the same concrete bug; overlap is too broad to confirm duplication." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same `cache.get_seq_length()` contract bug: returning a tensor instead of an int, with backend-specific fallout." + "reason": "Same static-cache seq_length return-type bug, just reported from different call paths." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Related SigLIP2 complaints, but zero probabilities and degraded text embeddings are not enough to prove one bug." + "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not clearly the same defect." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are materialized with garbage/uninitialized values after load/to_empty." + "reason": "Same non-persistent-buffer/uninitialized-memory regression; 45902 is a specific manifestation." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention crash from position_ids handling and CPU-offload incompatibility are separate issues." + "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different issues." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 HF-vs-JAX implementation discrepancy." + "accept": false, + "reason": "HF-vs-JAX SigLIP2 discrepancy and worse embeddings are related area overlap, but not enough to show the same underlying bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training performance problems with different mechanisms and fixes." + "reason": "LoRA gradient checkpointing and int4 reserved-memory OOM are different training/memory regressions." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Bad AutoTokenizer error messaging and a missing model attribute are unrelated failures." + "reason": "Per-layer shared_kv_states rebuild and non-persistent buffer initialization are unrelated." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Different model and code path; only a superficial initialization/memory connection." + "reason": "Bad tokenizer error messaging and a missing model attribute/loading failure are distinct bugs." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same bug as an actual model load failure." + "reason": "Generic loading noise vs a specific model load failure; not the same underlying bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and Python 3.13 flash-attn import error are unrelated." + "reason": "Tokenizer detokenization regression and flash_attn import failure are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training runtime error versus early-stopping metric mismatch are different problems." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "Both concern training efficiency, but they are different defects with different fixes." + "reason": "DeepSpeed weight-shape error and early-stopping metric mismatch are unrelated training issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Two model-loading complaints without evidence of a shared concrete bug." + "reason": "Generic loading noise and a specific model load failure are not the same underlying bug." }, { "left": "issue:43643", "right": "issue:45020", + "accept": true, + "reason": "The specific missing-fields-on-trust_remote_code bug fits the broader remote_code breakage regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Specific missing-fields bug in AutoConfig versus a broad remote_code regression report." + "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory inefficiency are different performance bugs." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 DeepSpeed loading crash and Qwen3Moe FineGrainedFP8 failure are different models and paths." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Only a high-level similarity in model loading failures, not the same bug." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback blocking are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class and bitsandbytes parameter incompatibility are unrelated." + "reason": "ImportError for a model class and bitsandbytes parameter incompatibility are different issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-specific loading failures with no shared underlying defect." + "reason": "Different models and different failure modes; no shared code-path evidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is overstated: `issue:46899` \u2194 `issue:46932` is not clearly supported by the packet. `46932` explicitly says it is a fix for the same problem as `#46904`, not a duplicate of `46899`, so treating that pair as a confirmed duplicate goes beyond the evidence provided. The other duplicate calls are more defensible, but this one makes the overall verdict too strong." + "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, the SigLIP2-related pairs (43054\u219443493 and 43054\u219445701) are not clearly supported as the same underlying bug from the titles alone; they look more like related symptoms/area overlap than confirmed duplicates. The summary also overstates that these are \u201cclear\u201d duplicate/regression pairs. The non-persistent-buffer, cache seq_length, remote_code, and Gemma4 dtype-cast pairs are conservative enough, but the SigLIP2 links should be downgraded or left unaccepted." }, "evaluator_used": true, "retried": true, @@ -1536,13 +1548,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 5, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:24643", "issue:30064", @@ -1598,45 +1610,45 @@ "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:43881|issue:43883", "issue:43828|issue:45823", + "issue:43881|issue:43883", "issue:42491|issue:44368", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43872|issue:46869", - "issue:45759|issue:46661", "issue:43827|issue:44509", + "issue:45759|issue:46661", "issue:45488|issue:46489", "issue:43872|issue:44291", - "issue:43404|issue:43950", "issue:46894|issue:46897", + "issue:43404|issue:43950", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", "issue:42947|issue:45923", "issue:36331|issue:41093", - "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", + "issue:41553|issue:44991", "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "44c72e3dae8ffab456d2debf63828dca33b6071628bfbecb634d43df6c017c72", + "prepared_review_unit_hash": "0bbab96b300884ac321633a22a6cd7de7c4601ea7cff24d9e00758eb0d30561b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36756, + "serialized_chars": 36754, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1645,186 +1657,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; most items are unrelated bug reports that only share broad subsystem similarity. Only two soft pairs look like true duplicates: the v5 docs cleanup around removed pipeline tasks, and the training-loss double-shift bug reported for two different models.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #46894 is the earliest and slightly broader of the only clear duplicate pair, so it is the best representative canonical issue for that bug.", + "summary": "This cluster is mostly heterogeneous regression reports; only a few soft pairs look like true duplicates, mainly exact or near-exact tokenizer/video/mask regressions. Most other pairs share broad subsystems but not the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest and most central regression report in the set: it clearly describes a recent-version breakage affecting remote_code models, which is a common anchor for nearby loading/tokenizer failures. The rest of the cluster is too heterogeneous to treat as one tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "#46894 is the strongest issue representative because it is an early report of a concrete, recurring training-loss double-shift bug and pairs cleanly with #46897.", + "best_issue_reason": "Issue 45020 is the best representative issue because it is well-scoped, broadly worded, and captures a high-level model-loading regression pattern that appears repeatedly across the cluster. Even so, this is only a loose umbrella, not a perfect duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS histogram/int support vs. a Gemma4 device-map forward mismatch." + "reason": "Different failures: one is an MPS int histogram error in MoE code, the other is a device-mismatch forward bug in Gemma4 PLE." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Unrelated failures: Mistral regex patch crash vs. flash-attn2 fallback gating." + "reason": "Both touch attention/tokenizer plumbing, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code breakage vs. Gemma4 PLE device mismatch; not the same code path." + "reason": "Too broad to merge: remote_code model breakage vs a specific Gemma4 device-map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Both involve auto/model loading, but one is tokenizer-mapping plumbing and the other is remote-code regressions." + "reason": "Tokenizer-mapping constraint issue vs remote_code loading regression; related area but not the same bug." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Different model-loading bugs: GLM-4V load failure vs. missing all_tied_weights_keys on Molmo." + "reason": "Different root causes and model families: autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device placement." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs. device placement mismatch." + "reason": "Both are model-loading failures, but they affect different architectures and appear to stem from different missing attributes/checkpoints." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/LoRA, but one is cross-version load incompatibility and the other is a tie_word_embeddings warning during finetuning." + "reason": "Both mention Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings configuration." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: remote_code model failures vs. Kimi-K2.5 codec / fix_mistral_regex handling." + "reason": "Remote_code breakage is unrelated to the Kimi-K2.5 tokenizer regression and codec/fix_mistral_regex warning." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." + "reason": "Same tokenizer area, but opposite directions and different code paths: convert_ids_to_tokens vs convert_tokens_to_ids performance regressions." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Completely different areas: bitsandbytes init arguments vs. YOLO multi-GPU device-map behavior." - }, - { - "left": "issue:45759", - "right": "issue:46661", - "accept": false, - "reason": "Both are auto-model/config loading issues, but they are distinct bugs with different failure points." + "reason": "bitsandbytes init kwarg incompatibility vs YOLO multi-GPU device-map failure; not the same bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both report stale references to removed v5 pipeline tasks like summarization/translation/text2text-generation." + "reason": "Same underlying documentation cleanup: both say docs still reference removed v5 pipeline tasks." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping issue vs remote-code model_class/config_class error; different model-construction failures." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer regressions, but different models and different root causes; not one concrete bug." + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the concrete causes differ and the affected code paths are not the same." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Similar error text, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights model loading." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Unrelated: tied lm_head weights vs. silent corruption of non-persistent buffers." + "accept": true, + "reason": "Strong match on the same unexpected `_is_hf_initialized` kwarg being propagated into incompatible initialization paths." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Near-identical reports of the same training-loss double-shift bug, just on different models." + "reason": "These are explicitly the same training-loss double-shift pattern applied to two different models, so they look like the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers during from_pretrained()." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code support regressions are broad, but these titles point to different concrete failure modes." + "reason": "Both concern remote-code loading, but one is a broad regression while the other is a specific missing config_class attribute on from_pretrained()." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both touch Whisper/audio processing, but the titles do not establish the same underlying bug." + "reason": "Possible audio-preprocessing overlap, but the generic Whisper failure is not clearly the same concrete fbank-function bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is incorrect gradient averaging." + "reason": "Both involve DeepSpeed, but one is weight loading under ZeRO-3 and the other is gradient averaging with GAS/model_accepts_loss_kwargs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different gradient-checkpointing problems: PEFT LoRA effectiveness vs. a missing model flag on a remote-code variant." + "reason": "Checkpointing-related, but one is a PEFT LoRA effectiveness issue and the other is a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different errors: trainer signature mismatch vs. tensor mask shape mismatch." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is an actual load failure for a specific model." + "reason": "Different errors: custom trainer signature mismatch vs tensor-mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen/DeepSpeed ZeRO-3 weight-loading reports, but they target different model generations and likely different mapping bugs." + "reason": "Both are ZeRO-3 weight-loading reports in Qwen models, but they target different model variants and failure modes." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and failures; no shared code-path evidence." + "reason": "Distinct model families and distinct loading failures; not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues: bad error messaging for Voxtral vs a loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different issues: RLHF NaN explosion in Qwen3.5 vs. flash_attention.py crashing on sink-less models." + "reason": "Gradient explosion/SDPA fallback issue is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic IndexError shape pattern, but the reports do not establish the same concrete underlying bug." + "accept": true, + "reason": "Same concrete IndexError class and same mask/tensor shape mismatch symptom; likely the same underlying bug report." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are multimodal/video regressions, but the affected models and failure modes differ." + "accept": true, + "reason": "Both report the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family and are plausibly the same video-processing bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated: DeepSpeed training weight-shape error vs. image processor void segmentation map handling." + "reason": "Training with DeepSpeed weight-shape error vs void segmentation-map preprocessing failure; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The two accepted pairs are well supported by the titles, and the rejected pairs generally avoid overclaiming by distinguishing similar subsystem symptoms from concrete duplicate bugs. No mergeability issues apply here since this is an issue-clustering task, not a PR-pair task." + "feedback": "The summary stays grounded in the packet and the accepted soft pairs are conservative, with titles that plausibly point to the same concrete bug or cleanup. The overall clustering characterization as heterogeneous is also supported by the issue titles. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1837,13 +1849,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 6, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:36010", "issue:38175", @@ -1897,8 +1909,8 @@ "soft_pairs": [ "issue:44530|issue:44863", "issue:44863|issue:46402", - "issue:41553|issue:44488", "issue:43366|issue:43828", + "issue:41553|issue:44488", "issue:45325|issue:45902", "issue:43366|issue:43531", "issue:43596|issue:46515", @@ -1930,20 +1942,20 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "fef44b87997c1fba3c96cf0b01cacb29076c36ab0dad62bf15675cbebd83324d", + "prepared_review_unit_hash": "180ae3ba8758ccdd4f711a3f42aff9e89df2bc9216b9b512bce3b32bf215a81b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38058, + "serialized_chars": 38060, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1952,219 +1964,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mixed cluster with two confirmed duplicate families: the Transformers 5.0 custom-model initialization regression (issue:43645 \u2194 issue:43646) and the Gemma4 4-bit multimodal dtype-cast regression (issue:45672 \u2194 issue:46899). Most other soft-edge pairs look only superficially similar and were correctly rejected, including the BertModel/deepspeed Zero3 IndexError pair, which is not the clearest overlap here.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5/model-specific regressions. The clearest duplicate-looking items are the custom model initialization issues, the siglip2 broken-output reports, and the Gemma4 4-bit quantization dtype-cast reports; the rest are too model- or backend-specific to merge.", "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the cleanest representative of the custom-model-initialization regression, but the cluster is only partially canonical because it also contains a separate confirmed Gemma4 4-bit duplicate family (issue:45672 \u2194 issue:46899).", + "canonical_issue_reason": "Issue 43646 is the broadest, most central statement of the likely umbrella regression: Transformers 5.0.0 breaks custom model initialization. It best covers the closely related notebook-specific variant and is a better cluster anchor than the more narrow follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest and best-written representative of one of the confirmed duplicate families, but it should be viewed as a family representative rather than a full-cluster canonical because the Gemma4 4-bit bug is separate.", + "best_issue_reason": "43646 is the best representative issue because it describes the shared high-level failure mode that the closest duplicate candidate (43645) appears to instantiate, while remaining broad enough to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and different failure modes: Qwen3.5 PagedAttentionCache/linear_attention versus NemotronH checkpoint loading." + "reason": "Different model families and different failure modes; both are loading-related, but not the same concrete bug." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading complaints, but NemotronH checkpoint loading and Sam3Model text-encoder weights are separate bugs." + "reason": "Both are model-loading complaints, but one is NemotronH checkpoints and the other is Sam3 text encoder weights; no shared code-path evidence." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Both are import/load complaints, but Voxtral AutoTokenizer loading and cjvt/sleng-bert loading are unrelated." + "reason": "Unrelated models and symptoms: GGUF gpt-oss support versus Phi-tiny-MoE dtype mismatch." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + "reason": "Both involve tokenizer/model loading, but the titles point to different models and likely different fixes; too broad to merge." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen rotary/position logic, but the concrete defects are different: still-image temporal scaling versus uninitialized inv_freq after materialization." + "reason": "Different architectures and bugs: Qwen2.5-VL rope scaling versus Qwen3_5 MoE rotary embedding materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are separate feature/bug reports." + "reason": "Same general Qwen3 MoE area, but gpt-oss GGUF support and sliding_window behavior are distinct issues." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "The shared shape is an IndexError, but BertModel under deepspeed Zero3 init and a broad torch incompatibility report are not the same bug." + "reason": "Different problem classes: a ZeRO3 BertModel index error versus a torch version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." + "reason": "Both are audio-related, but batched track leakage and empty-transcription handling are not the same bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuild and device_map='auto' mismatch are different concrete defects." + "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map forward mismatch are different code paths." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support and Float8_e4m3fnStorage lookup failure are unrelated." + "reason": "No shared concrete bug; gpt-oss support and Float8 storage lookup are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Both mention Zero3/IndexError-style failures, but the non-pretrained BertModel repro is a concrete bug and the other is a broad incompatibility report." + "reason": "Different issues: ZeRO3 BERT initialization index error versus a torch 2.4.1 incompatibility." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "from_pretrained non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated regressions." + "reason": "A silent from_pretrained buffer regression is unrelated to a Kosmos2.5 OCR long-input index error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different bugs." + "reason": "Both involve loading/initialization, but Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import error for Qwen2_5_VLForConditionalGeneration and meta-device loading failures are not the same underlying problem." + "reason": "One is a missing export for Qwen2.5-VL, the other is meta-device loading breakage; not the same issue." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl StopIteration on video are different failures." + "reason": "Different multimodal models and different failure mechanisms; no shared underlying bug." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/prefill arithmetic, but one is a Qwen3.5 flash-attention memory error and the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both touch attention/cache internals, but Qwen3.5 position_id misinterpretation and static-cache seq-length device tensors are separate bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0.0 custom-model initialization regression; the notebook report is just a narrower repro." + "reason": "These look like the same underlying custom-model initialization regression, with 43645 being the notebook-specific manifestation of 43646." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A 3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." + "reason": "Notably different: a 3d_parallel.py runtime issue versus gpt-oss GGUF architecture support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl StopIteration and MoE MPS histogram-on-Int errors are different bugs." + "reason": "Different backend/model issues: Qwen3-vl video StopIteration versus MPS histogram support for Int tensors." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different kernel failures: Bamba-9B-v2 torch.compile SDPA crash versus Qwen3.5 flash-attention position_ids issue." + "reason": "Both involve attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_id handling are distinct code paths." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen3-vl video StopIteration and TRL unpacking failures for Qwen3.5 embeddings are different code paths." + "reason": "Both mention Qwen3.5/Qwen3-vl, but video StopIteration and input-embedding unpacking are different failures." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both are version-related, but compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same concrete bug." + "reason": "Different version-specific torch issues: compiled flex_attention on torch>=2.9 versus torch 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Granite tokenizer wrong IDs and DeepSeek-Coder tokenizer regression are separate tokenizer bugs." + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder tokenizer output are different model-specific bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 PLE device mismatch under device_map='auto' and torch 2.4.1 incompatibility are unrelated." + "reason": "Gemma4 device_map mismatch and generic torch incompatibility are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and Gemma4 device mismatch are unrelated." + "reason": "Tokenizer mapping-name validation and Gemma4 device mismatch do not describe the same issue." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but zero probabilities and nonsensical outputs via AutoModel/pipeline do not clearly share one concrete bug." + "accept": true, + "reason": "Both report broken Siglip2-base-patch16-224 behavior producing wrong/zero outputs, likely the same underlying model bug across APIs." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl StopIteration and a mask/tensor shape mismatch IndexError are different defects." + "reason": "Different symptoms and likely different models; both are runtime errors, but not the same concrete failure." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 46899 broadens the same unsafe-cast bug to audio and vision embedders." + "reason": "Both point to Gemma4 4-bit quantization/dtype-cast problems in multimodal/audio-vision embedders, plausibly the same code-path bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized breakage and Kosmos2.5 OCR long-input index errors are unrelated." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config rejection for granite_speech and tiny-random glm4v validation changes are different config issues." + "reason": "Both are config-validation related, but they concern different model families and different validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "BertModel Zero3 size-0 IndexError and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "ZeRO3 BertModel index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: deepspeed zero3/BertModel indexing versus tokenizer mapping validation." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA incompatibility across hf4.x/hf5.x and BitNet packed-weight loading are unrelated." + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight loading are unrelated issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because the writeup is a bit too strong in places relative to the packet. In particular, the summary calls the BertModel/deepspeed Zero3 size-0 IndexError a \u2018clearest overlap,\u2019 but both related soft-edge pair verdicts were rejected. Also, the canonicalization note underplays the separately accepted Gemma4 4-bit pair (issue:45672 \u2194 issue:46899), so the cluster is not just one custom-model-init duplicate plus unrelated leftovers. The false-pair conservatism is mostly fine, but the overall summary should stay closer to the accepted verdicts and avoid elevating rejected pairs as overlaps." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it identifies a broad mix of unrelated model/backend regressions while only treating the most title-aligned pairs as duplicates. The accepted soft-edge pairs are well-supported by shared model names and closely matching failure modes, and the rejection reasons do not overclaim beyond what the titles indicate." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2174,13 +2192,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 7, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:38175", "issue:39692", @@ -2245,8 +2263,8 @@ "issue:46459|issue:46512", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:43644|issue:43645", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:43257|issue:43854", "issue:44488|issue:44991", "issue:43856|issue:43873", @@ -2256,227 +2274,227 @@ "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", - "issue:44164|issue:44291", "issue:46897|issue:46901", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "ff892640328e93eb4cf2cd42b6b3079773ae6e0ccb1fa3c4fca815cbf5331b53", + "prepared_review_unit_hash": "851e7219194b4e1961d9fb74b2e19240e82b4854c4387ee33d6b7f08bcd7d95d", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36661, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers issue reports spanning tokenizer loading, model loading, quantization/offload, trainer behavior, and model-specific regressions. The only strong duplicate-style matches are the non-persistent-buffer junk regression (43644/44534) and the resize_token_embeddings regression across Gemma4/T5Gemma (45276/45335).", - "confidence": 0.83, - "canonical_issue_reason": "issue:43644 is the clearest canonical anchor because issue:44534 is essentially the same v5 non-persistent-buffer corruption bug with a near-verbatim title.", + "summary": "This set is mostly heterogeneous; only a few soft pairs look like true duplicates or the same concrete bug pattern. The strongest matches are the resize_token_embeddings regression, the non-persistent buffer junk regression, and the training-loss double-shift bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45276 is the clearest representative bug report in the set: it describes a concrete API regression around resize_token_embeddings not propagating to output embeddings, and it has a near-identical sibling in issue:45335.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue in this mixed set because it anchors the most obvious duplicate pair and has the cleanest, most generic bug description.", + "best_issue_reason": "issue:45276 is the best standalone issue to anchor the cluster because it is specific, reproducible, and closely matched by issue:45335 with the same underlying failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failures: gpu+cpu offload load path vs mmap/OOM on Strix Halo." + "reason": "Both mention offload/memory, but one is a dequantized-model loading failure and the other is an OOM workaround on Strix Halo; different code paths." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping registration bug vs tensor mask shape mismatch." + "reason": "Unrelated failures: tokenizer-mapping addition vs an IndexError from mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but zero probabilities and docs/processor mismatch + quantization failure are different bugs." + "reason": "Same model family, but one is zero probabilities at inference while the other is a docs-example/processor-quantization problem; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate of the same v5 non-persistent-buffer corruption regression." + "reason": "These are effectively the same regression: Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device-map cuda assert vs FineGrainedFP8Config load failure are different root causes." + "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different bugs." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 failure vs Strix Halo mmap/OOM; unrelated code paths." + "reason": "FP8 config failure and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA hf4\u2192hf5 compatibility issue vs Gemma4 embedding-resize bug." + "reason": "Different subsystems: Qwen3 MoE LoRA load incompatibility vs resize_token_embeddings not updating embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention/generation crashes are different failures." + "reason": "Different models and different failures; no concrete shared code path." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Different model-specific tokenizer load regressions; not enough evidence of one shared bug." + "reason": "Both are load failures for different models, but the titles do not show the same concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning are different problems." + "reason": "NemotronH checkpoint loading vs missing TP-plan entries for Qwen3.5 linear_attn are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Composite-checkpoint dtype handling vs from_config dtype/config staleness." + "reason": "Both concern dtype handling, but one is ignored dtype on checkpoint load and the other is stale config.dtype after from_config; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Weight loading failure vs save_pretrained key regression." + "reason": "Load-time ZeRO-3 weight placement and save_pretrained visual-encoder key mapping are different issues." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call vs broken Nemotron example are unrelated." + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Shared version context, but non-persistent-buffer junk and Jupyter custom-model init are different bugs." + "reason": "Both are SigLIP2-related, but one is a docs-example with multiple errors and the other is nonsensical outputs; too much ambiguity to treat as the same bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "SigLIP2 docs/example mismatch vs actual inference regression are different failures." + "reason": "Same release, but one is a buffer corruption bug and the other is a Jupyter custom-model initialization regression." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed vs GLM-4.7-Flash load failure." + "reason": "Different models and different loading paths; not the same underlying defect." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer load failure for one model vs wrong token IDs for Granite models; different root cause." + "reason": "Both are tokenizer/loading regressions, but they affect different models and the titles do not indicate the same tokenizer bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE memory usage vs quantization offload behavior are related area, but not the same bug." + "reason": "Both mention memory, but one is training inefficiency in Qwen3 MoE and the other is quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4\u2192hf5 compatibility issue vs generic resize_token_embeddings/output_embeddings regression." + "reason": "Unrelated issues: Qwen3 MoE LoRA incompatibility vs resize_token_embeddings not updating output_embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load regressions: GLM-4.7-Flash unit-test failure vs Qwen3-VL shape mismatch." + "reason": "Different model-loading failures with different symptoms and targets." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Qwen3 MoE memory consumption vs int4 reserved-memory regression are different failure modes." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is int4 CUDA reserved-memory/OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps math vs optimizer argument handling are unrelated." + "reason": "Trainer checkpoint-resume math and SGD optimizer args are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA hf4\u2192hf5 compatibility issue vs t5gemma embedding-resize bug." + "reason": "Different bugs: LoRA checkpoint compatibility vs resize_token_embeddings propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Flash-attention generation bug vs sinq save/load corruption." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "extra_state save/load handling vs unexpected _is_hf_initialized init arg." + "reason": "GLM5 tracking vs quantized save/load breakage are not the same issue." }, { "left": "issue:46897", "right": "issue:46901", + "accept": true, + "reason": "Same concrete bug pattern: training loss is computed against shifted labels instead of the original labels." + }, + { + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are double-shift style training-loss bugs, but they look model-specific rather than one shared code-path regression." + "reason": "Both concern save/load internals, but extra_state handling and unexpected _is_hf_initialized argument are distinct failures." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings regression: resized embeddings are not propagated to tied/output embeddings across model variants." + "reason": "Same underlying resize_token_embeddings regression: the embedding resize does not propagate to the model's output/decoder embeddings." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override regression vs Granite token-ID regression." + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and models; not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs s_aux=None on sink-less models." + "reason": "Both involve flash attention, but one is an illegal-memory-access bug on Qwen3.5 and the other is an AttributeError on sink-less models; different defects." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet well: the cluster is mostly heterogeneous, and the two accepted soft edges are the strongest title-level duplicates. The rejected pairs are phrased cautiously without overclaiming shared root cause. The canonical anchor choice for issue:43644 is also well supported by the near-verbatim 44534 title." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are supported by the titles alone, and the rejected pairs do not overclaim duplication from the available evidence. The canonical issue choice and summary are reasonable, with the resize_token_embeddings pair and the two clearly matched regression patterns standing out as the strongest links." }, "evaluator_used": true, "retried": false, @@ -2489,18 +2507,19 @@ "component_index": 1, "component_count": 26, "review_unit_index": 8, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", + "issue:42175", "issue:42796", "issue:42947", "issue:43335", @@ -2509,8 +2528,6 @@ "issue:43425", "issue:43454", "issue:43645", - "issue:43646", - "issue:43708", "issue:43854", "issue:43873", "issue:43957", @@ -2552,8 +2569,8 @@ "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:45663|issue:45759", - "issue:42947|issue:45704", "issue:43404|issue:43454", + "issue:42947|issue:45704", "issue:44291|issue:44756", "issue:43873|issue:44387", "issue:44079|issue:46829", @@ -2576,229 +2593,229 @@ "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:43646|issue:43708", - "issue:44402|issue:44451" + "issue:44402|issue:44451", + "issue:42175|issue:43957" ], - "prepared_review_unit_hash": "0354c3e67fc203c3d89b4fed9cc72a6f203c7caca7c5a34d89f0af566f814ac1", + "prepared_review_unit_hash": "0ab2d6f772507ffb1b0291ad0fb1902941d35b52c18444a85e57fa09ba27a8a4", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37062, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster. The only convincing duplicate pair is the resize_token_embeddings/output_embeddings reports; the rest are adjacent but distinct model-, loading-, quantization-, or checkpoint-specific bugs.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45292 is the cleanest canonical for the one clear duplicate cluster: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure in generic form, while the paired gemma4 report adds model-specific symptoms.", + "summary": "Mostly heterogeneous issue reports. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4/T5Gemma variants; the rest look like separate model- or feature-specific bugs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45292 is the best anchor because it describes the broad, model-agnostic symptom (resize_token_embeddings not updating output_embeddings), while the other accepted items are model-specific variants of the same regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative because it captures the shared underlying bug without extra model-specific detail and matches the accepted duplicate pair most directly.", + "best_issue_reason": "issue:45292 is the most general and central report in the duplicate family, so it is the best representative issue for deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention BERT loading/tokenizer problems, but one is a vocab-size mismatch and the other is a specific model load regression; not the same concrete bug." + "reason": "Both are model load failures, but the titles point to different BERT checkpoints and different concrete symptoms; not enough to call the same underlying bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different bugs: SigLIP2 documentation/example issues versus a GLM5 model-loading report." + "reason": "SigLIP2 doc example errors and GLM5 loading are unrelated models and failure modes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated domains: Qwen3 auto device map CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + "reason": "CUDA assert during Qwen3 auto device mapping is a different code path from AudioFlamingo3 batched inference leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime regressions, but one is Torch version compatibility and the other is `torch.device('meta')` model loading; not the same bug." + "reason": "Torch-version compatibility and meta-device loading are distinct issues, even though both affect model loading." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different failures in different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different bugs." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 silently using Apex RMSNorm." + "reason": "Both mention lm_head tying, but they target different model classes and likely different implementation paths." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both are tied-weight generation bugs, but they affect different models and likely different model implementations; too model-specific to merge." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and mmap-related OOM are distinct loading problems." + "reason": "Unexpected init_empty_weights argument and Strix Halo mmap OOM are unrelated failure causes." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization memory behavior, but one is offloading correctness and the other is reserved-memory growth/OOM; not the same change." + "reason": "Both involve quantization and memory, but one is an offloading regression and the other is increased reserved memory/OOM; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "`ModelOutput` key assignment bug is unrelated to VideoPrism output field mapping." + "reason": "ModelOutput key assignment and VideoPrism output field wiring are different issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both are Gemma/Qwen model issues around attention/rotary code, but they concern different models and different failure modes." + "reason": "Gemma4 FSDP2 and Qwen3_5Moe CPU offload are separate architecture/code-path problems." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and MXFP4 fallback to bf16 are separate quantization regressions." + "reason": "Different quantization failures on different models/quant formats; same general area, not the same concrete bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated API breakages." + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility; different bugs." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is an eval-mode restriction." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM due to reserved memory growth is not the same as mmap being disabled on Strix Halo." + "reason": "OOM under int4 quantization and disabling mmap on Strix Halo are different root causes." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 PLE device mismatch are unrelated model-specific issues." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch do not share the same bug path." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device('meta')` loading breakage is distinct from Strix Halo mmap/OOM behavior." + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are not the same underlying defect." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers config construction and Gemma4 FSDP2 attention state are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 key handling are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are different reports." + "reason": "Nemotron checkpoint loading and the official Nemotron example being broken are related only by model family, not the same concrete issue." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` fails to update output embeddings. The gemma4 report is a model-specific manifestation of the generic issue." + "reason": "Same resize_token_embeddings/output_embeddings regression; 45276 is a model-specific report of the same missing propagation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for several Qwen vision models is unrelated to strict config preventing granite_speech loading." + "reason": "Video-input regression in Qwen variants and strict granite_speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D `position_ids`/SDPA fallback." + "reason": "Eval-mode gradient checkpointing and Qwen3.5 RLHF NaN/SDPA fallback are different problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are different tokenizer bugs." + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message behavior are different symptoms and likely different code paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 shared state rebuilding are separate code paths." + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "File permission propagation during `save_pretrained` and wrong custom module loading after save/load are distinct serialization issues." + "reason": "Read-only permission propagation from save_pretrained is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure and Qwen3.5 checkpoint save corruption are not the same bug." + "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained regression are different issues." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Both are resize-token-embedding regressions, but they affect different targets (`output_embeddings` vs `decoder.embed_tokens`) and look model-specific rather than one duplicate." + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45335 is another model-specific manifestation of the same embedding/output update failure." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization regression and extra_state save/load failure are separate custom-model issues." + "reason": "Jupyter custom-model initialization breakage and extra_state save/load failure are distinct serialization issues." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model initialization breakage and Trainer `resume_from_checkpoint` step-count bug are unrelated." + "reason": "Both are model loading failures, but the titles do not establish the same concrete root cause." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:42175", + "right": "issue:43957", "accept": false, - "reason": "Both involve model loading, but the tokenizer vocab issue and ScandiBERT load failure are not the same concrete bug." + "reason": "Missing TensorFlow backend in a torch install and meta-device loading regressions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings family, and choosing issue:45292 as the generic canonical is reasonable. The other pair rejections are appropriately cautious given the evidence available." + "feedback": "Grounded overall: the duplicate family around `resize_token_embeddings` is the only clearly supported cluster, and the canonical issue choice is conservative. The soft-edge verdicts stay cautious and do not overclaim equivalence beyond the evidence in the packet." }, "evaluator_used": true, "retried": false, @@ -2811,29 +2828,29 @@ "component_index": 1, "component_count": 26, "review_unit_index": 9, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:36032", "issue:39404", - "issue:42175", "issue:43299", "issue:43425", "issue:43452", "issue:43611", "issue:43645", + "issue:43646", + "issue:43708", "issue:43716", "issue:43828", "issue:43856", "issue:43901", "issue:43906", "issue:43931", - "issue:43957", "issue:43994", "issue:44079", "issue:44164", @@ -2864,12 +2881,11 @@ "issue:46821", "issue:46869", "issue:46894", - "issue:46897", "issue:46899", "issue:46901" ], "soft_pairs": [ - "issue:42175|issue:43957", + "issue:43646|issue:43708", "issue:46894|issue:46901", "issue:44589|issue:44756", "issue:43425|issue:43828", @@ -2890,251 +2906,244 @@ "issue:43994|issue:44079", "issue:44265|issue:44898", "issue:46050|issue:46326", - "issue:39404|issue:44912", "issue:36032|issue:43452", + "issue:39404|issue:44912", "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:44671|issue:44991", - "issue:45823|issue:46899", "issue:44991|issue:45081", + "issue:45823|issue:46899", "issue:45479|issue:46894", - "issue:43299|issue:43931", "issue:43856|issue:44756", - "issue:44164|issue:46821", - "issue:45479|issue:46897" + "issue:43299|issue:43931", + "issue:44164|issue:46821" ], - "prepared_review_unit_hash": "28ba1ac0ccc6cd7781bc11cd46b51ca05d47c0a6a5bf21ecd862b0d527e52998", + "prepared_review_unit_hash": "8095c75fc36a8a5ddf2a3764a68603bdc1b6cd63bf77ec7122eb81190d3a9cb4", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37802, - "estimated_input_tokens": 9451, - "estimated_eval_tokens": 19158 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of unrelated transformer regressions that happen to share broad language around loading, tokenization, or dtype issues. I found one plausible duplicate pair in the Qwen3-VL MoE loading reports; the rest look like separate bugs and should stay split.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43299 is the broadest and most representative of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation of the same model-loading failure.", + "summary": "Most pairs are only loosely related by theme (v5 regressions, tokenizers, loading, dtype, memory) and do not look like true duplicates. The only strong duplicate-looking pair is the two training-loss double-shift reports.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46894 is the better canonical report for the accepted duplicate pair: it states the broader training-loss double-shift problem and already has inbound references, while issue:46901 is a narrower concrete manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the best representative issue: it states the general regression clearly, is model-family focused, and can absorb the more specific Qwen3-VL-30B-A3B-Instruct loading report.", + "best_issue_reason": "issue:46894 is the best representative issue in this set because it captures the underlying bug class more broadly and is the stronger hub for the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:43957", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Unrelated failures: backend dependency packaging vs meta-device model loading." + "reason": "Different bugs: custom model initialization in notebooks vs Trainer checkpoint-resume step accounting." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both mention double-shift, but they are different models and no shared concrete code path is evident." + "accept": true, + "reason": "Both describe the same underlying training-loss double-shift bug: labels being shifted when they should not be." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-object lookup error and mmap OOM workaround are different bugs." + "reason": "Unrelated failures: missing Float8 storage object vs mmap-related OOM on Strix Halo." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility complaint vs a specific autocast dtype mismatch in a model forward path." + "reason": "One is a broad torch version incompatibility report; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and a decode/space-preservation bug are distinct." + "reason": "Performance regression in convert_tokens_to_ids is not the same bug as CodeLlama leading-space round-trip corruption." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite is a correctness regression; the other is a slowdown in added-token lookup." + "reason": "Wrong token IDs for Granite models and tokenizer slowdown are distinct correctness vs performance issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline behavior and a general tokenization change are not the same bug." + "reason": "Whisper pipeline return_language regression is not the same as a general tokenization behavior change." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttention cache group-type crash and template-node compile error are unrelated code paths." + "reason": "Qwen3.5 paged-attention group-type crash and template compilation error are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both touch v5 model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + "reason": "Both involve v5 custom-model breakage, but the failures are different: base_model_prefix loading vs notebook-defined model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different issues." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same concrete bug." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated." + "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are different failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A generic torch compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." + "reason": "General torch incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Different symptoms and code paths: torch version incompatibility vs device-map forward mismatch." + "reason": "Broad torch compatibility issue vs Gemma4 forward device mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models and an indexing mask-shape error are not the same bug." + "reason": "Video-input regression in Qwen VL models is unrelated to the mask shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and mistral regex patch crash are unrelated." + "reason": "Different tokenizer/runtime errors with no shared underlying bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs issues about different pipeline APIs/tasks, not the same underlying change." + "reason": "Separate documentation regressions: old return_all_scores wording vs removed pipeline tasks." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue and a Qwen3.5 cache crash do not match." + "reason": "A reproduction of issue 38071 is not the same as the PagedAttentionCache linear_attention crash." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A bad SigLIP2 output regression and ModelOutput key assignment bug are different." + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are different issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failure." + "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation handling." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different subsystems." + "reason": "T5 tokenizer method conflict is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and Qwen multimodal config unwrapping are distinct bugs." + "reason": "extra_state handling in save/from_pretrained is distinct from composite Qwen config unwrapping." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Different issues in different areas: older reproduction vs tokenizer continue_final_message logic." + "reason": "These do not share the same concrete bug; one is a reproduction issue, the other is a tokenizer chat-template behavior bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for another model are not the same defect." + "reason": "CamemBERT MLM regression and tokenizer-loading failure for EMBEDDIA/est-roberta are different failures." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Both involve Gemma4, but one is device-map placement and the other is unsafe dtype casting in multimodal embedders." + "reason": "Both are tokenizer-load related, but one is a model-specific tokenizer failure and the other is a Mistral regex patch crash." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Different tokenizer failures and different model families." + "reason": "Same model family, but device mismatch during forward and unsafe dtype cast in multimodal embedders are different bugs." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label zero-loss classification bug and ASR double-shift bug are different training-loss problems." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": true, - "reason": "Both are Qwen3-VL model-loading regressions; 43931 looks like a specific weight-shape mismatch manifestation of the broader MoE loading breakage in 43299." + "reason": "Degenerate zero loss for num_labels=1 is not the same as the training-loss double-shift bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different root causes." + "reason": "Memory inefficiency in Qwen3 MoE training and mmap-triggered OOM on Strix Halo are different causes." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "extra_state serialization and TimesFM window_size attribute handling are unrelated." + "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Different model families and no shared code path is shown, despite both being loss-shift related." + "reason": "extra_state serialization and TimesFM window_size attribute errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The summary stays within the packet titles, and the single accepted soft-edge pair (43299/43931) is a reasonable duplicate hypothesis rather than an overclaim. The other verdicts are also phrased cautiously and do not overstate evidence." + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:46894 vs issue:46901, is supported by the titles as the same training-loss double-shift bug, with 46894 plausibly serving as the broader canonical report. The other pair verdicts are appropriately cautious and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -3147,13 +3156,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 10, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:34567", "issue:36032", @@ -3163,7 +3172,6 @@ "issue:42175", "issue:42796", "issue:42915", - "issue:43317", "issue:43404", "issue:43421", "issue:43452", @@ -3178,8 +3186,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43746", - "issue:43883", "issue:44206", "issue:44220", "issue:44451", @@ -3195,6 +3201,7 @@ "issue:44991", "issue:45081", "issue:45084", + "issue:45479", "issue:45507", "issue:45584", "issue:45859", @@ -3202,9 +3209,13 @@ "issue:46285", "issue:46326", "issue:46402", - "issue:46489" + "issue:46489", + "issue:46897", + "issue:47050" ], "soft_pairs": [ + "issue:43632|issue:47050", + "issue:45479|issue:46897", "issue:43596|issue:44683", "issue:44488|issue:44987", "issue:44488|issue:45081", @@ -3216,241 +3227,226 @@ "issue:43716|issue:45084", "issue:39404|issue:44671", "issue:44737|issue:45859", - "issue:43643|issue:44530", "issue:44661|issue:44683", + "issue:43643|issue:44530", "issue:42915|issue:44530", "issue:40990|issue:43421", "issue:44451|issue:44987", "issue:43541|issue:45084", "issue:34567|issue:40444", "issue:43644|issue:43646", - "issue:43582|issue:43632", "issue:40444|issue:46326", + "issue:43582|issue:43632", "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:36032|issue:43645", "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:44987|issue:44991", - "issue:45084|issue:45507", - "issue:43317|issue:43482", - "issue:43883|issue:44488", - "issue:43746|issue:46326" + "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "09e3de6911451158a50b1ee167f9ad07058d750cb5ec0737577073f893a5100b", + "prepared_review_unit_hash": "5aea3015218b28a0ea0def91a3e50af801618dcca03ac11e766a651b26897bbb", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37018, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of closed Transformers issues about unrelated tokenizer, model-loading, and runtime regressions. The soft pairs are only superficially similar by broad subsystem or release version, so I would not merge any of them as duplicates.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43646 is the broadest, most representative issue in the cluster: it describes a general Transformers v5 model-initialization regression, which is closer to the cluster\u2019s repeated load/init failure theme than the more model-specific reports.", + "summary": "The set is mostly a heterogeneous collection of Transformers regressions and model/tokenizer-specific bugs. I found no PRs, and none of the soft-edge pairs are close enough to merge as true duplicates under a strict same-root-cause standard.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest representative of the nearby v5 custom-model initialization regressions, making it the best umbrella issue among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue representative because it is broad enough to stand in for the v5 initialization/load regression theme, while the other issues are mostly narrower, model-specific symptoms.", + "best_issue_reason": "issue:43646 has the clearest general wording and is the most suitable anchor for the small custom-model-init regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes: a v5 initialization flag regression vs. a Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different model families and likely different code paths." + }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different bugs: DeepSpeed/Bert index failure vs compiled flex_attention on torch>=2.9." + "reason": "Deepspeed ZeRO-3/BertModel init error is unrelated to compiled flex_attention on torch 2.9+." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but the models and failure modes differ; no shared concrete code path is evident." + "reason": "Both are loading failures, but they concern different repos and no concrete shared root cause is evident." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a tokenizer-loading regression, the other is a Mistral regex patch/backend-tokenizer crash; different root causes." + "reason": "Generic model-loading failure vs. a specific Mistral regex patch crash; different bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct issues." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about buffer initialization." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated." + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one is repo tokenizer.json selection and the other is a model-specific incorrect output bug; not the same fix." + "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is a DeepSeek-Coder output regression." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and different regressions: CLIP structure mismatch vs Sam3 text encoder weights not loading." + "reason": "Different model-structure regressions with no shared concrete bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image dtype mismatch and template-node compilation failure are unrelated code paths." + "reason": "Image-preprocessor dtype mismatch is unrelated to a template-node compilation TypeError." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + "reason": "Whisper pipeline language-return regression and CamemBERT MLM prediction errors are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different positional-embedding implementations." + "reason": "Both are device-related, but one is CPU device placement in XLNet and the other is CPU-offload incompatibility in Qwen3_5Moe." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention crashes." + "reason": "Tokenizer-mapping logic bug and flex_attention compilation failure are different code paths." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "add-new-model-like mapping failure and flex_attention compilation failure do not share a concrete bug." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention handling." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache crash are separate issues." + "reason": "Different Qwen model bugs in different subsystems; not the same underlying defect." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update bug are not the same problem." + "reason": "Perplexity regression on gpt-oss is unrelated to runtime special-token post-processor updates." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading complaints, but they involve different models and different loading failures." + "reason": "Both are loading failures, but the titles indicate distinct model-specific regressions without a shared concrete fix." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm error and template-node compilation error are unrelated." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failures." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and VL finetuning with multi-image IterableDataset are different bugs." + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "These are similar in release/version, but one is specifically non-persistent buffers and the other is generic custom model initialization; not enough evidence of one underlying bug." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "They look adjacent and related, but one is about non-persistent buffers and the other about custom model initialization; not enough to treat as the same bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL IterableDataset failure and mistral_common continue_final_message bug are unrelated." + "reason": "Multi-image finetuning failure and a mistral_common tokenizer message-handling bug are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend inclusion issue and BACKENDS_MAPPING tensorflow_text error are different problems." + "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different backend issues." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area, but not clearly the same concrete bug." + "reason": "Both touch audio feature extraction, but the reported failures are too specific and distinct to merge safely." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflict and Jupyter custom-model-init regression are unrelated." + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper tokenization/generation issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are separate GGUF-related issues." + "reason": "GGUF loader breakage and a specific Qwen2.5-GGUF v5 load failure may be related in theme, but not the same concrete issue." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load regressions in v5, but they affect different checkpoints and likely different root causes." + "reason": "Both are repo-loading regressions on new transformers versions, but they involve different models and likely different tokenizer/config problems." }, { - "left": "issue:45084", + "left": "issue:45081", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "device_map auto offload failure and Qwen2.5-GGUF loading failure are different loading paths." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for a different model are not the same bug." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "GraniteSpeech PEFT local checkpoint loading and mistral_common final-message handling are unrelated." + "reason": "Mistral tokenizer regex patch crash and GraniteMoEHybrid invalid method call are unrelated." } ] }, @@ -3466,31 +3462,32 @@ "component_index": 1, "component_count": 26, "review_unit_index": 11, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:41720", "issue:42915", "issue:43089", "issue:43208", "issue:43262", + "issue:43317", "issue:43322", "issue:43377", "issue:43404", - "issue:43531", + "issue:43482", "issue:43540", "issue:43632", "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3504,19 +3501,18 @@ "issue:44464", "issue:44466", "issue:44479", + "issue:44488", "issue:44534", "issue:44589", "issue:44610", "issue:44849", - "issue:44877", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45987", + "issue:46326", "issue:46661", "issue:46821", "issue:46869", @@ -3524,7 +3520,10 @@ "issue:47013" ], "soft_pairs": [ + "issue:43317|issue:43482", + "issue:43746|issue:46326", "issue:43262|issue:43377", + "issue:43883|issue:44488", "issue:43208|issue:47013", "issue:43646|issue:44534", "issue:43792|issue:46869", @@ -3535,237 +3534,231 @@ "issue:43377|issue:43819", "issue:43404|issue:44466", "issue:28530|issue:34567", - "issue:44464|issue:45987", "issue:44987|issue:45081", "issue:43994|issue:44610", + "issue:44464|issue:45987", "issue:42915|issue:44291", "issue:44008|issue:46899", - "issue:36032|issue:43742", "issue:44451|issue:45081", - "issue:43883|issue:44991", + "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:44265|issue:44610", - "issue:43632|issue:46821", + "issue:43883|issue:44991", "issue:43322|issue:43540", + "issue:43632|issue:46821", "issue:42915|issue:44589", "issue:44479|issue:45325", - "issue:43089|issue:45987", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:45216|issue:45357" + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "4003c29dc580cf59e49f11e56298412816a199c6e1b1030974c8e52edc75864d", + "prepared_review_unit_hash": "03a647260c5a38bff5409e330a8cbda549eb52b1d5b48db81067be7e01d7d2bb", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36633, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with a few soft-similarity false positives. Only the two Qwen3.5 save_pretrained reports look like the same underlying regression; the rest are different bugs in different models/code paths.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression; issue:45357 looks like a later, narrower symptom focused on the same broken checkpoint serialization.", + "summary": "These issues are largely unrelated one-off bug reports. The soft pairs mostly share a broad subsystem or theme, but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43645 is the best representative issue: it describes a broad, high-signal Transformers v5 custom-model initialization regression with a concrete repro context, and it aligns with the closest family of related v5 init/load breakages in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative because it states the regression clearly, includes the version boundary, and covers the overall save_pretrained failure rather than just one symptom.", + "best_issue_reason": "issue:43645 is the most useful single issue to anchor the cluster because it is detailed, actionable, and broad enough to cover the nearby custom-model init regressions without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: dequantized model offload/load failure vs GGUF loading failure in v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different code paths: PEFT local checkpoint loading vs mistral_common chat-template continuation behavior." + }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-model problems, but one is about chat template sampling rate and the other about batched-vs-single encoder outputs from missing padding masks." + "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is batched-vs-single encoder mismatch from padding masks." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures; no shared concrete bug beyond general load errors." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same xLSTM family, but these describe different failures: a bundle of training bugs vs a specific unpacking crash in train mode with return_last_states=False." + "reason": "Same subsystem (xLSTM) but not the same bug; the titles describe different training/runtime failure modes." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both involve Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization." + "reason": "Custom model init breakage is unrelated to non-persistent buffer serialization corruption." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and different failure modes; these do not look like the same bug." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unrelated problems: generic loading noise vs a specific Mistral tokenizer regex crash." + "reason": "Loading noise vs a tokenizer regex patch crash are different issues." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom model loading, but one is a Jupyter initialization regression and the other is a remote-code config_class AttributeError." + "reason": "Both involve custom/remote-code models, but one is notebook initialization breakage and the other is a missing config_class attribute in AutoModel.from_pretrained." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different code paths and symptoms; FP8 config loading is not the same as a template compilation error." + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Same broad Qwen area, but one is hidden-states behavior in Qwen3.5 and the other is rope-index scaling for Qwen2.5-VL still images." + "reason": "Different Qwen VL bugs: hidden-state output behavior vs rope index / temporal position scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but they affect different models and different mechanisms (padding mask vs missing STE)." + "reason": "Different audio model bugs: padding-mask batching mismatch vs DAC forward/from_latents STE mismatch." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is device-dependent serialization inconsistency." + "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization inconsistency." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Training early-stopping logic and token-count tracking are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Generation inconsistency with compiled forward is a different issue from StaticCache's return type bug." + "reason": "Training early-stopping configuration and TrainerState token counting are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: one is loading a specific model on transformers>=5.1.0, the other is a Mistral tokenizer regex crash." + "reason": "Tokenizer/model loading failure for one repo vs a Mistral regex patch crash; different bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related regressions, but one is wrong model outputs and the other is a processor size mismatch." + "reason": "Different symptoms and components: bad model outputs vs processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked compiled generation inconsistency is not the same as StaticCache returning the wrong type." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized are separate loading issues." + "reason": "Both are v5-era failures, but FP8 config loading and unexpected _is_hf_initialized argument are distinct issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal bugs, but one is a variable name collision in forward and the other is an unsafe dtype cast under 4-bit quantization." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict and a MobileLLM key error are unrelated load failures." + "reason": "Different Gemma multimodal bugs: variable name collision vs unsafe dtype cast under 4-bit quantization." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer bugs with no shared concrete code path." + "reason": "Different model/tokenizer loading bugs with no shared concrete code-path failure." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "One is a tied-weights attribute error in a model class; the other is a tokenizer load failure for a different model." + "reason": "Tokenizer method-name conflict and a MobileLLM key error are different loading problems." }, { "left": "issue:44062", - "right": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "The tokenizer AddedToken keyword collision is not the same as the physical-intelligence/fast load regression." + "reason": "Both are tokenizer-related, but the specific AddedToken argument collision is not the same bug as est-roberta loading failure." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to OmDet-Turbo processor image sizing." + "reason": "torch.export / torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Different regressions: one breaks _is_hf_initialized, the other is a TimesFM window_size attribute error." + "reason": "Molmo tied-weights attribute error and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal model issues, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video-processing ValueError." + "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention FP8/float8, but the actual bugs are different: quantization config handling vs missing storage type deserialization." + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage type registration." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "These are related Qwen VL regressions, but one is a broad video-input bug and the other is a still-image temporal position-id scaling bug." + "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a still-image temporal-position scaling bug; not the same concrete issue." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is not the same as the StaticCache seq-length type contract bug." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "Tokenizer loading conflict and a CUDA assert during auto device mapping are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and strict config loading for granite_speech are different problems." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 is a more specific follow-up about incorrect visual encoder keys." + "reason": "Generation overhead from GPU syncs/dispatch is unrelated to a cache length return-type bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted pair, issue:45216 and issue:45357, is well supported by the titles and dates as two reports of the same Qwen3.5 save_pretrained regression, with 45357 reading like a narrower follow-up. No soft-edge verdict appears overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3774,16 +3767,17 @@ "component_index": 1, "component_count": 26, "review_unit_index": 12, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:40990", "issue:41720", @@ -3799,7 +3793,6 @@ "issue:43531", "issue:43611", "issue:43632", - "issue:43646", "issue:43716", "issue:43746", "issue:43792", @@ -3809,16 +3802,18 @@ "issue:44291", "issue:44403", "issue:44462", - "issue:44509", "issue:44534", "issue:44568", "issue:44589", "issue:44683", "issue:44756", "issue:44811", + "issue:44877", "issue:44991", "issue:45081", + "issue:45216", "issue:45325", + "issue:45357", "issue:45538", "issue:45542", "issue:45663", @@ -3827,21 +3822,22 @@ "issue:46315", "issue:46491", "issue:46710", - "issue:46821", - "issue:46899", - "issue:46909" + "issue:46899" ], "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", "issue:44991|issue:46315", "issue:43425|issue:44403", "issue:40444|issue:45325", - "issue:43716|issue:46899", "issue:43296|issue:43531", + "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:45812|issue:46491", - "issue:44403|issue:44991", "issue:42796|issue:43746", + "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:33666|issue:40444", @@ -3852,7 +3848,6 @@ "issue:35707|issue:40444", "issue:44079|issue:45663", "issue:43482|issue:43525", - "issue:43632|issue:44534", "issue:43531|issue:44291", "issue:43421|issue:44568", "issue:42175|issue:45542", @@ -3860,231 +3855,222 @@ "issue:43482|issue:45538", "issue:44079|issue:44534", "issue:43317|issue:43856", - "issue:44462|issue:45812", - "issue:43296|issue:46821", - "issue:44509|issue:46909", - "issue:43611|issue:43646" + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "2c01700e56511c23d75481bb540f87458418672ca1f07312555e3256689ad588", + "prepared_review_unit_hash": "2a655205b614df261f95e9f394399a287d5e9229b0421c1ebbebbb1743263b8f", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37209, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "soft_pair_count": 31, + "serialized_chars": 37031, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous. A few pairs are thematically close (mostly Transformers v5/tokenizer/multimodal regressions), but none are strong enough to treat as the same underlying bug or change, so I would not merge any soft edge pairs.", - "confidence": 0.36, - "canonical_issue_reason": "If one issue has to anchor the cluster, issue 44291 is the clearest: it describes a narrow, reproducible TypeError in the init_empty_weights / _is_hf_initialized path, making it more concrete than the broader regression reports.", - "canonical_pr_reason": "No PRs are present in the provided items.", - "best_issue_reason": "Issue 44291 is the best single issue candidate because it is specific, actionable, and points to a concrete code-path regression rather than a broad symptom.", - "best_pr_reason": "No PRs are present in the provided items.", + "summary": "This is a noisy thematic bucket of mostly unrelated model/tokenizer/regression reports. I don\u2019t see any soft edge that clearly reflects the same concrete bug, so I would not merge any of the candidate pairs.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the set spans many distinct failures across different models, tokenizer paths, loading code, training modes, and Torch/Transformers regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 45812 is the strongest broad regression report (Granite tokenizer IDs, multiple refs), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer load-time method conflict vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated failure modes: Qwen3-MoE sliding_window behavior vs GraniteSpeech strict-config loading." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API, but the titles describe different regression reports/symptoms; not enough to treat as one duplicate bug." + }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer-related, but one is loading a specific repository tokenizer while the other is a performance regression in convert_tokens_to_ids with many added tokens." + "reason": "Tokenizer loading failure vs a performance regression in convert_tokens_to_ids; different underlying problems." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and noisy transformer loading are different problems with different failure modes." + "reason": "Torch version incompatibility/packaging issue vs generic noisy loading behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both mention Qwen2.5-VL, but one is multi-image iterable finetuning failure and the other is a rope-index scaling bug for still-image positions." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset finetuning failure and the other is still-image temporal position scaling." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both involve multimodal dtype issues, but they affect different models and distinct code paths." + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window bug." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Both mention dtype casting in multimodal stacks, but they affect different models and different pipelines (image preprocessor vs audio/vision embedders)." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix handling and the other is non-persistent buffer initialization." + "reason": "Different v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention on newer torch are unrelated bugs." + "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on newer Torch." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trips are different failures." + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are distinct defects." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Documentation/loading noise is not the same issue as AutoTokenizer ignoring tokenizer.json for a repository." + "reason": "Tokenizer BPE marker handling vs PEFT-local-checkpoint loading for GraniteSpeech; different paths." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are different subsystems and bugs." + "reason": "Generic loading noise vs tokenizer loading failure for a specific repo." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are related feature area, but not the same concrete bug." + "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a remote-code variant." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated regressions." + "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap/OOM avoidance on Strix Halo." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are vision-language training issues, but they concern different models and different training failures." + "reason": "Feature request for Qwen2-VL multi-GPU training vs a concrete failure with multi-image IterableDataset finetuning." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper processor batch_decode special-token handling." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model execution failure and Float8 storage lookup failure do not point to the same bug." + "reason": "Whisper runtime failure vs Float8 storage lookup TypeError; different error sources." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "The runtime TypeError from _is_hf_initialized and the Float8 storage-object error are distinct initialization/runtime issues." + "reason": "init_empty_weights/_is_hf_initialized argument mismatch vs Float8 storage lookup; not the same bug." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling and a model accuracy regression after upgrade are not the same underlying problem." + "reason": "Tokenizer BPE-marker bug vs model accuracy regression after upgrade; different symptoms and likely causes." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image training failure." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states construction are separate bugs." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different code paths." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "A GGUF loading failure and a missing pad_token_id attribute are different model/config issues." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "_is_hf_initialized breakage and junk-filled non-persistent buffers are different v5 regressions." + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized initialization are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights TypeError; different failure modes." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + "reason": "Runtime post-processor update issue vs add_special_tokens not adding BOS/EOS; same broad area, but distinct bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow backend packaging, but the missing tf backend and the tensorboard-without-TF undefined backend error are different root causes." + "reason": "Packaging/install backend issue vs runtime undefined TensorFlow backend error." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patching backend_tokenizer access are unrelated." + "reason": "Qwen3 device-mapping crash vs Mistral regex patch crash; unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading for Qwen2.5 and CLIPTokenizer's model_max_length default are unrelated issues." + "reason": "GGUF loading regression vs CLIPTokenizer max_length bug; different tokenizer/model concerns." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer initialization are different code paths." + "reason": "ModelOutput key bookkeeping vs buffer initialization regression; not the same underlying defect." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE training memory usage are different problems." + "reason": "Dequantized model offload failure vs Qwen3 MoE memory usage issue; different problem shapes." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json during AutoTokenizer load and wrong Granite token IDs are distinct tokenizer regressions." - }, - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Both are documentation bugs, but they affect different docs and different examples." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "base_model_prefix loading breakage and custom model initialization breakage are related to v5 initialization, but they are not the same concrete bug." + "reason": "Tokenizer.json selection bug vs Granite token ID regression; distinct tokenizer issues." } ] }, @@ -4100,13 +4086,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 13, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:34634", "issue:35707", @@ -4124,23 +4110,23 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43550", "issue:43582", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", - "issue:43819", "issue:43828", "issue:43873", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", + "issue:44509", "issue:44829", "issue:44877", "issue:45072", @@ -4154,26 +4140,30 @@ "issue:45823", "issue:45834", "issue:46402", - "issue:46821" + "issue:46821", + "issue:46909" ], "soft_pairs": [ + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:42175|issue:43296", "issue:43644|issue:44079", "issue:44829|issue:45479", - "issue:41553|issue:43582", - "issue:40444|issue:45381", "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", "issue:44265|issue:45072", "issue:43493|issue:43994", - "issue:43818|issue:45357", "issue:45325|issue:45834", "issue:45325|issue:45381", + "issue:41553|issue:43582", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:43873|issue:45701", "issue:43701|issue:45325", + "issue:43873|issue:45701", "issue:42796|issue:45381", "issue:40990|issue:45584", "issue:43606|issue:44265", @@ -4182,230 +4172,217 @@ "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", - "issue:39692|issue:40444", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43454|issue:43550", - "issue:43606|issue:43819" + "issue:39692|issue:40444" ], - "prepared_review_unit_hash": "6330e97f312b1da573036a08fbaeaa60d980ac502500e0360bf3e919d05186d8", + "prepared_review_unit_hash": "0e1855eb3f9b1ebb51c360e14379b209c6b17a39ebcae854b354642370770736", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36353, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; most items share only broad subsystem similarity. The only plausible duplicate pair is the SigLIP2 implementation/output mismatch, so nearly all soft edges are rejected.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43493 is the best root-cause anchor in the set: it is concrete, model-specific, and the clearest candidate to unify the only credible duplicate pair.", + "summary": "These items are mostly unrelated one-off issues; the soft pairs usually share only a model family, version, or subsystem, not the same concrete bug. I rejected all soft edges as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the broadest, most reusable triage anchor in this set: it describes a concrete Transformers 5 loading regression with a clear code-path, whereas most other items are narrower model-specific or docs-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the most actionable representative overall; it focuses on an underlying implementation discrepancy rather than a downstream symptom or unrelated regression.", + "best_issue_reason": "issue:43611 is the best representative issue for grouping because it is a clear, generalized regression report and could plausibly absorb adjacent v5 loading/init failures during triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failure modes: PaddleOCR-VL model loading in vLLM vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they refer to different documentation problems and different affected examples/tasks." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is base_model_prefix loading and the other is custom model initialization; different concrete code paths." + }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking-related, but they affect different models and different failure modes; not the same underlying bug." + "reason": "Both involve batching/padding behavior, but they affect different models and different bugs (padding mask output mismatch vs NaN embeddings with sliding window attention)." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "One is missing TensorFlow from a pip extra; the other is a model load failure in vLLM. Different problems." + "reason": "Packaging/backend dependency omission is unrelated to a model load failure in vLLM." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate code paths with different symptoms." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are different internals with different symptoms." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention degenerate training, but they are distinct classification-loss issues and not the same concrete bug." + "reason": "Both are training degenerate-loss reports, but one is flash_attention_3-specific while the other is a num_labels=1 classification-loss edge case." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "An AutoTokenizer error message and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Different architectures and bugs: Video-LLaVA tower architecture vs Sam3Model text encoder weights not loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "These are different Qwen2.5-VL multimodal regressions: multiple images per prompt versus video position-id handling." + "reason": "Different Qwen2.5-VL failures: multi-image IterableDataset fine-tuning vs video-position-id logic." }, { "left": "issue:43818", - "right": "issue:46402", + "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA missing temporal attention and Sam3 text encoder weights not loading are unrelated model-specific bugs." + "reason": "Video-LLaVA tower/temporal-attention bug is unrelated to Qwen3.5 visual-encoder key saving." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches in different models are not the same bug." + "reason": "torch.export compatibility for torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation problem: HF behavior diverges from the expected/reference behavior and yields bad outputs." - }, - { - "left": "issue:43818", - "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture issues and Qwen3.5 save_pretrained key serialization are unrelated." + "reason": "Same model family (SigLIP2), but one is a JAX/HF discrepancy report and the other is a nonsensical-output/pipeline issue; not enough evidence of the same underlying bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve positional/indexing logic, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 OCR indexing; different bugs." + "reason": "Qwen2.5-VL rope/position-id scaling is a different bug from Kosmos2.5 OCR index errors." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." + "reason": "Both are Qwen2.5-VL video/position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error messaging for Voxtral is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." + "reason": "One is a model-specific weight-tying bug causing bad generation; the other is a serialization inconsistency for tied lm_head weights." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading in v5 are different compatibility issues." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different model/loading paths." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "An unexpected init_empty_weights argument and strict config blocking granite_speech loading are separate loading/config bugs." + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to strict config blocking granite_speech loading." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changing across versions are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope indexing are different concerns." + "reason": "Quantization/offloading behavior and tokenization-version changes are different classes of bugs." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated model behaviors." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failures do not share a concrete code path." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark and torch.export failures for exportable models are different code paths." + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different processor/model-loading bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "A Qwen video-input regression and a Gemma4 device-map mismatch are different model/device bugs." + "reason": "Qwen v5.3 video-input regression and Gemma4 PLE device-mapping mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto device mapping cuda asserts are different failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is a different failure mode from Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset behavior and generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset not working and progressive generation with inputs_embeds/past_key_values are unrelated issues." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image failures are different model workflows." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "LayoutLMv2 tokenization crashes and torch.export/torch_compilable_check failures are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3 auto device-map asserts and Gemma4 PLE device mismatch are different model/runtime failures." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "lm_head weight tying/serialization and Bamba SDPA torch.compile failures are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "Bark CPU offload device mismatch and DAC.from_latents STE mismatch are different bugs." + "reason": "SigLIP2 documentation/example errors are unrelated to Qwen2.5-VL multi-image fine-tuning failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43493 with issue:43994, is plausibly the same SigLIP2 discrepancy/output problem, and the rejected pairs are generally supported by clearly different titles and failure modes." - }, - "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 }, @@ -4414,16 +4391,14 @@ "component_index": 1, "component_count": 26, "review_unit_index": 14, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:26413", - "issue:28530", "issue:36331", "issue:40990", "issue:41720", @@ -4438,19 +4413,22 @@ "issue:43377", "issue:43450", "issue:43454", + "issue:43550", "issue:43572", + "issue:43606", "issue:43720", "issue:43749", + "issue:43819", "issue:43873", "issue:43881", "issue:44186", + "issue:44265", "issue:44387", "issue:44466", "issue:44488", "issue:44534", "issue:44568", "issue:44610", - "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -4471,17 +4449,21 @@ "issue:46821" ], "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43606|issue:43819", "issue:43257|issue:45923", - "issue:43377|issue:44610", - "issue:44568|issue:45920", "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:45823|issue:46821", "issue:46305|issue:46315", "issue:40990|issue:42947", "issue:42617|issue:42915", - "issue:43881|issue:44488", "issue:43377|issue:44898", + "issue:43881|issue:44488", "issue:43454|issue:43720", "issue:43749|issue:44534", "issue:43317|issue:43873", @@ -4494,229 +4476,241 @@ "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:40990|issue:45701", - "issue:43450|issue:45701", "issue:44466|issue:45357", - "issue:41720|issue:42617", + "issue:43450|issue:45701", "issue:43065|issue:46402", - "issue:26413|issue:28530", - "issue:43873|issue:44756", - "issue:44186|issue:45072" + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "2f67272dffc492b19c2aa5c2cee1cb5e110d6582fe7b73dd3a5697bfc84d2524", + "prepared_review_unit_hash": "665d5aa3a216f79722bd0e7d14c796f522c2dd2d365a77fe96967a8a5fb36b32", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36070, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster; it\u2019s a collection of unrelated issues across training, tokenization, loading, quantization, and model-specific regressions. No soft pair looks like the same underlying bug or fix.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items cover many distinct subsystems and model families, with no clear shared underlying defect.", + "summary": "Mostly heterogeneous issue cluster with one plausible duplicate pair around quantized/offloaded loading. The rest are different bugs despite occasional overlap in subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest representative: it covers the offloading/quantization loading path, has substantial discussion, and is the only item that cleanly matches a plausible soft-duplicate in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative because the cluster is heterogeneous rather than one bug with variants.", + "best_issue_reason": "issue:43873 is the best overall issue representative because it is general, active, and centered on the shared offloading/quantization failure mode seen in the only credible duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export export failures in model compilation checks." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but they are different models and different failures (cuda assert vs forward device mismatch)." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption is a different bug from torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC STE/latent mismatch are different code paths and symptoms." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different problems: MoE weight conversion under accelerate/deepspeed vs missing gradient-checkpointing flag." + "reason": "MOE weight conversion/loading via accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Different code paths: MIMI padding-mask batching bug vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + "reason": "Both are tokenizer regressions, but one is specific add_special_tokens behavior and the other is broad wrong-token-id mapping across models." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FP8 inference failure on B200 are unrelated." + "reason": "Batch-vs-single encoder padding-mask bug is unrelated to processor output shape mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different failures: tied-weight serialization vs bfloat16 dtype mismatch in inference." + "reason": "lm_head weight tying is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." + "reason": "Device-map loading mismatch and TimesFM window_size AttributeError are different bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Different areas: streaming mask off-by-one vs tokenizer performance regression." + "reason": "Sliding-window masking off-by-one is unrelated to slow token-id conversion." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a model/dataset is not the same bug as LoRA gradient-checkpointing ineffectiveness." + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A script launch failure and a Qwen3 MoE FP8 loading failure are different issues." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different issues." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "Both involve input-shape/batch handling, but one is an audio encoder padding-mask bug and the other is a vision processor resize/interpolation bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both involve image models, but one is batching/padding-mask behavior and the other is non-default resolution handling." + "reason": "Two loading failures, but for different models and likely different root causes." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different model-loading bugs: lm_head tying vs packed-weight unpacking in BitNet." + "reason": "Weight tying in AyaVision is unrelated to unpacking packed BitNet weights during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are separate state/loading bugs." }, { "left": "issue:43317", "right": "issue:43873", - "accept": false, - "reason": "Related to offloading broadly, but one is dequantized model loading and the other is a general quantization/offload issue." + "accept": true, + "reason": "Both point to the same offloading/quantization loading path: device_map/offload failures when moving quantized or dequantized models across CPU/GPU, plausibly fixable in one change." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for Qwen multimodal configs." + "reason": "A missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to sinq save/load breakage." + "reason": "Segfault while loading Llava Next is unrelated to sinq save/load quantization serialization breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and failure modes: Qwen3 device-map assert vs Llava Next segfault." + "reason": "Both fail during model loading, but on different models and with different failure modes (cuda assert vs segfault)." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer signature change is unrelated to a 3d_parallel.py execution failure." + "reason": "Trainer compute_loss keyword error is unrelated to the 3d_parallel.py runtime failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but one is int4 CUDA reserve growth and the other is an apex RMSNorm leak." + "reason": "Memory growth from int4 quantization is a different problem than an apex RMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen generation failures with different trigger conditions and code paths." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer API mismatch and Qwen3 MoE FP8 failure are unrelated." + "reason": "Qwen3 device-map assert and Qwen3.5 flash-attention generation issues are different code paths." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are different root causes." + "reason": "Strict config loading and tokenizer loading regressions are different failures." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Perplexity on one model is not the same as a broad tokenization-version change report." + "reason": "Both are serialization bugs, but one concerns tied lm_head weights and the other visual encoder key names." }, { - "left": "issue:43450", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug is unrelated to tokenizer-version behavior." + "reason": "Perplexity on a benchmark is not the same underlying bug as a tokenizer-version regression." }, { "left": "issue:44466", - "right": "issue:45357", + "right": "issue:44534", "accept": false, - "reason": "Both mention serialization, but the affected artifacts and failure modes differ." + "reason": "Incorrect lm_head serialization and junk non-persistent buffers are separate save/load bugs." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:46050", + "right": "issue:46209", "accept": false, - "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." + "reason": "Different quantization formats and different failures: save/load breakage versus inference on B200." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Same model family, but dummy Conv2d in pixel decoder vs missing text encoder weight loading are different bugs." + "reason": "Mask off-by-one logic is unrelated to tokenizer performance regression." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:46402", + "right": "issue:43065", "accept": false, - "reason": "Checkpoint resume iterator failure and early-stopping metric lookup failure are unrelated training issues." + "reason": "Missing text encoder weights and dummy pixel-decoder Conv2d are distinct Sam3 issues." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different memory/loading problems." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." + "reason": "Qwen3 auto device-map assert is unrelated to the 3d_parallel.py failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The 43317 \u2194 43873 pair is the only clearly plausible duplicate, and the rest are appropriately rejected as distinct bugs despite subsystem overlap. The canonical/best-issue choice is also reasonable given 43873\u2019s broad offloading/quantization scope and active discussion." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4725,18 +4719,18 @@ "component_index": 1, "component_count": 26, "review_unit_index": 15, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:26413", "issue:28530", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", "issue:42617", "issue:42915", @@ -4752,11 +4746,11 @@ "issue:43646", "issue:43708", "issue:43720", + "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", - "issue:44361", "issue:44423", "issue:44451", "issue:44464", @@ -4764,13 +4758,13 @@ "issue:44671", "issue:44734", "issue:44743", + "issue:44756", "issue:44898", "issue:44991", + "issue:45072", "issue:45161", "issue:45357", "issue:45406", - "issue:45632", - "issue:45684", "issue:45685", "issue:45701", "issue:45823", @@ -4783,17 +4777,20 @@ "issue:47020" ], "soft_pairs": [ + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:46612|issue:46858", "issue:43577|issue:43708", - "issue:43526|issue:43883", "issue:43550|issue:43720", - "issue:43881|issue:44991", "issue:43295|issue:45701", "issue:45685|issue:46821", - "issue:43646|issue:46665", + "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:44451|issue:47020", - "issue:43550|issue:43606", "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43646|issue:46665", "issue:36010|issue:42617", "issue:43404|issue:45357", "issue:44610|issue:44898", @@ -4807,207 +4804,204 @@ "issue:44464|issue:46858", "issue:43531|issue:43572", "issue:44671|issue:44743", - "issue:42915|issue:46291", - "issue:45632|issue:45684", - "issue:36331|issue:41720", - "issue:44186|issue:44361" + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "c964fcaa827c12238f893044d270d50033b01545352eed71448f512f1defef7e", + "prepared_review_unit_hash": "9338fcd48ffc4c05357990895caa34f44c6b29ef2d09bdb101d18a0aa75b3742", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports. The soft pairs share broad subsystem keywords, but they describe different concrete bugs and code paths, so none are safe duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a loose similarity set of mostly unrelated Transformers issues spanning trainer resumption, tokenizers, multimodal processors, generation caches, device maps/offload, and model-loading regressions. None of the soft-edge pairs are close enough to merge as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43873 is the best representative anchor here: it has the broadest offload/quantization/device-map theme and the strongest external signal, even though the overall cluster is heterogeneous rather than a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most suitable single issue to represent the cluster because it is broad, high-signal, and closest to several other device/offload-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Both involve generation/cache behavior, but 46612 is about beam-search cache reorder being skipped for specific models, while 46858 is a static-cache seq_length/device-tensor arithmetic bug in prefill. Different failures and fixes." + "reason": "Different bugs: checkpoint resumption/epoch iterator failure vs early-stopping metric lookup disabled." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "BLIP2 dtype loading vs Trainer resume/max_steps logic are unrelated; they affect different components and code paths." + "reason": "Both touch loading/offload, but one is quantization/device-map behavior and the other is a Strix Halo mmap OOM workaround." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is a missing all_tied_weights_keys attribute in Molmo CausalLM. No shared underlying defect." + "reason": "Tokenizer/NER padding crash vs dtype mismatch in bfloat16 inference; different code paths and symptoms." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Both touch model loading/compile flows, but 43550 is an SDPA torch.compile issue in Bamba, while 43720 is about unpacking packed BitNet weights during accelerate loading. Different root causes." + "reason": "Both involve cache logic, but one is beam-search reorder for specific models and the other is static-cache slice arithmetic under torch.compile." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading issue vs Trainer resume_from_checkpoint max_steps miscalculation; unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both are load failures, but they concern different models and mechanisms: one is a specific model loading failure, the other is a tokenizer-loading regression for EMBEDDIA/est-roberta." + "reason": "torch.compile + SDPA failure in Bamba vs packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention version-related behavior changes, but 43295 is a processor/tokenizer API regression and 45701 is a tokenization output change complaint. Not the same bug." + "reason": "Custom model code accessing processor.tokenizer vs a version-dependent tokenization change; not the same underlying bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram-not-implemented in a MoE path is unrelated to TimesFM's window_size AttributeError." + "reason": "MPS histogram/int limitation for MoE vs TimesFM window_size attribute error; unrelated model families and failures." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both involve custom model/loading behavior, but 43646 is a Transformers 5.0 custom initialization breakage and 46665 is inconsistent from_pretrained behavior inside Python classes. Not the same code-path problem." + "reason": "Different loading failures: glm-4v-9b model load vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer/model-specific bugs." + "reason": "Both are tokenizer-load regressions, but the affected tokenizer classes and failure modes differ." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Processor/truncation crash vs image-size mismatch for OmDet-Turbo; same broad area, different bug." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile+SDPA and bark-small CPU offload device mismatch are different device/compile issues with different fixes." + "reason": "Compile/SDPA failure vs CPU-offload device mismatch; different concrete code paths." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are both vision/tokenizer-related only at a very broad level; the concrete bugs are different." + "reason": "Custom model initialization regression vs inconsistent from_pretrained behavior inside Python classes; related theme, not same bug." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated issues." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal/model-structure regressions, but 43404 is about tied lm_head weights in Mistral3 and 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained. Different issues." + "reason": "Weight tying bug in Mistral3 vs incorrect visual encoder keys saved in Qwen3.5." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern vision input sizing, but one is a processor/model resolution mismatch for OmDet-Turbo and the other is a Perceiver interpolate_pos_encoding failure at non-default resolution. Different bugs." + "reason": "Processor output size mismatch vs Perceiver interpolate_pos_encoding failure; different models and root causes." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different acceleration/offload problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model load failure with gpu+cpu offload." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device_map=auto failure; unrelated bugs." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both are cache/serve-related, but 44734 is wrong tensor indexing during KV-cache continuation in serve, while 46858 is a static-cache seq_length tensor/device arithmetic bug. Different failure points." + "reason": "Serve KV-cache continuation indexing bug vs cache.get_seq_length device-tensor arithmetic bug; different layers of the stack." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching str.to crash and Gemma4Processor missing _tokenizer are distinct multimodal serving bugs." + "reason": "Continuous-batching crash from a string lacking .to vs Gemma4Processor missing _tokenizer; both multimodal serve issues but not the same bug." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable-name collision and Gemma4 PLE device mismatch are not the same problem." + "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different distributed/device issues." + "reason": "Qwen3 auto device-mapping CUDA assert vs GPT-OSS MoE tensor-parallel issue; different parallelism failures." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Trainer early-stopping config bug vs Qwen2-VL multi-GPU training issue; no shared underlying defect." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and static-cache seq_length device tensor arithmetic are both compilation/generation issues, but not the same code path or bug." + "reason": "Chunked generation inconsistency with compiled forward vs static-cache slice arithmetic bug under torch.compile." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; unrelated model/config bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset with cache are different model-specific bugs." + "reason": "CamemBERT masked-LM prediction regression vs recurrent state reset with cache and seq_len>1; different generation/model behavior." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirement are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, inputs, and failure mechanics; not a single duplicate bug." + "reason": "MoE FP8 loading failure vs kernels v0.15 import-time version/revision requirement; unrelated." } ] }, @@ -5023,32 +5017,30 @@ "component_index": 1, "component_count": 26, "review_unit_index": 16, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33357", - "issue:34567", "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", "issue:42915", "issue:43316", "issue:43322", "issue:43329", - "issue:43388", "issue:43425", "issue:43452", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5058,28 +5050,35 @@ "issue:43746", "issue:43782", "issue:43873", - "issue:43881", - "issue:44077", + "issue:44186", + "issue:44361", "issue:44387", + "issue:44464", "issue:44492", "issue:44509", "issue:44534", - "issue:44589", - "issue:44625", + "issue:44857", "issue:44913", - "issue:45059", + "issue:45072", "issue:45406", "issue:45464", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", "issue:45759", "issue:45859", "issue:46665", "issue:46821", - "issue:46858", - "issue:47020" + "issue:47020", + "issue:47050" ], "soft_pairs": [ + "issue:45632|issue:45684", + "issue:36331|issue:41720", + "issue:44857|issue:47050", + "issue:44186|issue:44361", + "issue:44464|issue:47050", "issue:43425|issue:46821", "issue:43316|issue:44913", "issue:28530|issue:30064", @@ -5090,228 +5089,202 @@ "issue:30064|issue:34634", "issue:43873|issue:45704", "issue:44387|issue:45701", + "issue:45859|issue:47050", "issue:43550|issue:43653", "issue:44534|issue:46665", "issue:43531|issue:45759", "issue:43452|issue:47020", - "issue:41720|issue:43746", "issue:44492|issue:44509", + "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:43526|issue:43881", - "issue:45406|issue:45464", - "issue:43388|issue:45059", - "issue:34567|issue:35707", - "issue:43606|issue:43653", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:43540|issue:46858", - "issue:45759|issue:45859", - "issue:43531|issue:44589", - "issue:44077|issue:44625" + "issue:45072|issue:47050", + "issue:45406|issue:45464" ], - "prepared_review_unit_hash": "03e4313744d3fdd362f89d3a8633667314deca89ee56226ba38e3a19e87876ed", + "prepared_review_unit_hash": "e807293d531c00774036802b753350bed83aa2545bfb83a4a1b1fe60e373c11e", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35786, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "soft_pair_count": 26, + "serialized_chars": 34927, + "estimated_input_tokens": 8732, + "estimated_eval_tokens": 17720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated issues across tokenizers, Qwen variants, loading/offload, docs, and processors. None of the soft edges look like true duplicates, though a few are loosely related by subsystem.", - "confidence": 0.9, - "canonical_issue_reason": "No strong canonical duplicate emerges; if forced to anchor the cluster, issue 45759 is the closest representative of the small Qwen config-propagation subgroup, but it does not subsume the rest.", + "summary": "This cluster is heterogeneous and does not contain any true duplicate pair; the soft similarities are mostly superficial (shared terms like tokenizer, offload, dtype, or model names) but the underlying bugs and code paths differ.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set spans unrelated bugs across tokenizers, multimodal processors, quantization/offload, config loading, export, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45759 is the best single representative by soft-link density and thematic coherence within the Qwen config family, even though the overall cluster is not a duplicate set.", + "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most active report, but it is still not a good canonical because the cluster is not actually about one problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve local-model workflows, but one is a cache-path collision with trust_remote_code and the other is permission propagation in save_pretrained; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A CustomTrainer loss-signature TypeError is unrelated to a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "LwDetrImageLoss AMP crashes and CanineModel ONNX dtype mismatches are separate model/export paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but on different tokenizers and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to an fp16 ONNX attention dtype mismatch." + }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated failure modes." + "reason": "Torch 2.10 incompatibility is a dependency/version issue, while TimesFM window_size is an AttributeError in a model API." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but Gemma3TextConfig API drift and GPTNeoX rotary_pct reload are different bugs in different models." + "reason": "A Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different config bugs." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + "reason": "Early-stopping metric selection and void-segmentation-map processing are unrelated subsystems." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure and Llava Next loading segfault are different code paths and symptoms." + "reason": "Qwen3Moe fine-grained FP8 loading and Llava Next segfaults are distinct model-loading problems." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same bug." + "reason": "A CLIP bus error on macOS is not the same issue as progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but video input validation and weight_only load errors are distinct paths." + "reason": "Video-input processing ValueError and Qwen3VL weight_only loading error are different failure points." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a T5Tokenizer add_special_tokens init conflict are separate tokenizer bugs." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset loading are unrelated." + "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading OOM and T5 apex.FusedRMSNorm memory leak are different resource issues with different causes." + "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are different bugs." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory growth and tokenization differences across versions are not the same defect." + "reason": "int4 quantization OOM and version-dependent tokenization changes do not share a concrete code-path bug." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and Canine fp16 ONNX dtype mismatch are separate issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "A torch.compile SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junking in v5 and from_pretrained behavior inside Python classes are different initialization issues." + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are not the same problem." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen config/model behavior, but sliding_window handling and text_config unwrapping are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different config/code-path issues." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init type mismatch are separate tokenizer/load issues." + "reason": "gguf_file loading breaks from_pretrained, whereas XLMRobertaTokenizer fails constructing Unigram from the wrong vocab type." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are not the same change." + "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading are different model-loading failures." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark and unpacking packed BitNet weights during accelerate loading are distinct bugs." + "reason": "CPU offload device mismatch in Bark-small and packed-weight unpacking in BitNet/accelerate are distinct bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local path import warning and undefined video-branch multimodal token logic are unrelated." + "reason": "A trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are different problems." + "reason": "These are both dtype issues, but they affect different models and execution modes (bfloat16 inference vs fp16 ONNX export)." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Both involve serving/inference, but Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failure are different code paths." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are not the same underlying bug." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token accounting and progressive generation cache handling are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration have no shared root cause." - }, - { - "left": "issue:43531", - "right": "issue:46821", - "accept": false, - "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size errors are different subsystems." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "Bark voice_preset support and Qwen3 device mapping cuda assert are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46858", - "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different bugs." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Both are Qwen3.5-related, but config unwrapping and CPU-offload rotary embedding incompatibility are distinct code-path failures." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage deserialization errors are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config changes." + "reason": "Gemma4Processor missing _tokenizer in transformers serve and Qwen3.5 streaming chat/completions failure are unrelated." } ] }, @@ -5327,39 +5300,40 @@ "component_index": 1, "component_count": 26, "review_unit_index": 17, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:30064", - "issue:36010", + "issue:34567", + "issue:34634", + "issue:35707", "issue:39692", "issue:41720", "issue:42886", "issue:43381", + "issue:43388", "issue:43421", - "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", "issue:43644", "issue:43653", "issue:43746", - "issue:43782", "issue:43844", - "issue:43873", + "issue:43881", "issue:43927", - "issue:43994", "issue:44062", - "issue:44186", + "issue:44077", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", + "issue:44589", "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -5367,266 +5341,255 @@ "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", - "issue:45381", "issue:45479", "issue:45704", "issue:45759", + "issue:45859", "issue:45923", - "issue:46032", "issue:46050", "issue:46402", - "issue:46463", "issue:46655", "issue:46665", - "issue:46693" + "issue:46693", + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:43388|issue:45059", + "issue:43526|issue:43881", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", "issue:43644|issue:46665", - "issue:44898|issue:45072", "issue:44987|issue:45042", + "issue:44898|issue:45072", "issue:44062|issue:44451", "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:41720|issue:45704", "issue:44368|issue:45357", + "issue:41720|issue:45704", "issue:43746|issue:46050", - "issue:43381|issue:45704", "issue:46655|issue:46693", + "issue:43381|issue:45704", "issue:43421|issue:43927", "issue:44918|issue:44936", - "issue:45704|issue:45923", "issue:42886|issue:44843", - "issue:45759|issue:45923", - "issue:43746|issue:43873", - "issue:44514|issue:44545", - "issue:43994|issue:44671", - "issue:39692|issue:43493", - "issue:46032|issue:46463", - "issue:43421|issue:43653", - "issue:30064|issue:36010", - "issue:43782|issue:45381", - "issue:45081|issue:45356", - "issue:43421|issue:44186" + "issue:45704|issue:45923" ], - "prepared_review_unit_hash": "b119caecb92bcf5a569edeaf1edf3d8babe9cc2d7a16666de6618fa430687993", + "prepared_review_unit_hash": "8a5506e1a69cf6440c8d2ef93f5800c2b38bd9013c31a45fb593d06572f48e4b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36797, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "soft_pair_count": 28, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity cluster. Only two pairs look like true duplicates: the offline tokenizer/cache failure and the exact Qwen2_5_VLProcessor batched-padding crash. The rest share broad themes (tokenizers, vision processors, multimodal models, training) but not the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44843 is the strongest canonical candidate: it pinpoints the offline failure in `_patch_mistral_regex` / `model_info()`, while issue:42886 mainly reports the same user-facing symptom. The other soft matches are either unrelated or too broad to unify into one bug.", + "summary": "This cluster is a loose collection of unrelated issue reports across training, tokenization, multimodal processing, config/save-load, and device/offline behavior. None of the proposed soft edges look like the same underlying bug, so no merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue because it gives the clearest root cause and is directly actionable; issue:44514/44545 is also a real duplicate pair, but it is a narrower exact-title duplication rather than the most informative bug report overall.", + "best_issue_reason": "issue:44843 is the strongest standalone report: it names the exact function (`_patch_mistral_regex`), the concrete failure (`model_info()` call in offline mode), and gives a clear, reproducible symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Both are tokenizer load failures, but they affect different models and likely different failure modes; not enough evidence of one underlying bug." + "reason": "Both are vision/model bugs, but they concern different subsystems and failures: label gathering vs SAM3 text/box prompting." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both are multimodal save/load issues, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder loading; different code paths." + "reason": "Unrelated: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "These describe unrelated problems: non-persistent buffer initialization vs. from_pretrained behavior inside Python classes." + "reason": "Different training issues: token accounting in TrainerState vs progressive generation with embeddings/past key values." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Different subsystems and symptoms: image-size interpolation failure vs. bf16 dtype mismatches." + "reason": "Different bugs in different components: CPU offload device mismatch vs tokenizer special-token registration/decoding." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "One is a specific model load regression; the other is a PIL image-processor dependency regression. Too different to merge." + "reason": "Different models and code paths: Qwen3-MoE sliding window handling vs TimesFM window_size attribute access." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken argument duplication and the other is a model-specific loading failure." + "reason": "Bark voice preset handling is unrelated to Qwen3 auto device-mapping CUDA assertion." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Both concern classification config, but they are different bugs: num_labels propagation vs. single-label zero-loss behavior." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache sequence-length arithmetic in static cache/compile." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both mention gradients/training, but one is eval-mode checkpointing restriction and the other is a ZeRO-3 gradient regression." + "reason": "Same broad Qwen family, but different defects: config unwrapping vs rotary embedding CPU-offload incompatibility." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are vision/model mismatch reports, but they affect different models and processor expectations." + "reason": "Completely different failures: sliding-window logic vs missing Float8 storage type." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "A CUDA assert on Qwen3 auto device mapping is unrelated to T5 using apex RMSNorm." + "reason": "Both involve multimodal model loading, but one is save_pretrained key persistence and the other is text encoder weights not loading." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained key-mapping bug." + "reason": "Both are tokenizer/model load regressions, but they affect different models and likely different root causes." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both involve loading/saving models, but one is PEFT/local checkpoint loading and the other is quantized sinq round-tripping." + "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated config issues." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "Different concrete issues: eval-mode gradient checkpointing vs. apex RMSNorm memory leak." + "reason": "Non-persistent buffer initialization bug is unrelated to from_pretrained behavior inside Python classes." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Video padding calculation bug vs. long-context FA2 performance regression; not the same bug." + "reason": "Different problems: model loading regression vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both involve token IDs/special tokens, but one is tokenizer post-processor updates at runtime and the other is config persistence causing generation IndexError." + "reason": "Perceiver resolution handling and dtype mismatches in inference are distinct bugs." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both are trainer-related, but one is embedding unpacking with TRL SFT and the other is evaluate() after train()." + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT load failure." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Completely different problems: T5/apex memory leak versus missing gradient-checkpointing support flag on a trust_remote_code model." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "These are the same offline tokenizer bug: the cache-load failure in offline mode is explained by `_patch_mistral_regex` unconditionally calling `model_info()`." + "reason": "Shared theme of labels/config, but one is config propagation and the other is a zero-loss classification issue when num_labels=1." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Composite config unwrapping in AutoModelForCausalLM is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Gradient checkpointing in eval mode is unrelated to gradient blow-up under ZeRO-3." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and offloading with quantization are different failure modes." + "reason": "Both touch examples/processors, but one is a broken docs example and the other is a processor/model image-size mismatch." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are effectively the same issue: identical Qwen2_5_VLProcessor chat-template crash on batched input with padding=False." + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings in LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both report incorrect model outputs, but they are different models and different underlying bugs." + "reason": "Qwen3 auto device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Both mention SigLIP2, but one is a doc/example mismatch and the other is an implementation discrepancy vs. JAX." + "reason": "Different save/load failures: PEFT adapter checkpoint loading vs quantized model round-trip corruption." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "A silent correctness bug in Mamba2Mixer use_cache is unrelated to T5 decoder-input validation messaging." + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration." + "reason": "Gradient checkpointing eval-mode error is unrelated to a T5 memory leak in fused RMSNorm." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Completely unrelated: image processor handling of void segmentation maps vs. an ImportError for GenerationMixin." + "reason": "Tokenizer post-processor not updating at runtime is different from config custom token IDs being lost on save/load." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading failure vs. incorrect video vision_position_ids." + "reason": "Both mention trainers, but one is SFT embedding unpacking and the other is evaluate() failing after train()." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Both touch tokenizer regex handling, but one is a crash in fix_mistral_regex and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + "reason": "Both mention HF_HUB_OFFLINE, but one is generic cache loading while the other is a specific unconditional model_info() call in a Mistral regex patch." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different tokenizer bugs: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding." + "reason": "T5 memory leak and missing supports_gradient_checkpointing on Nemotron trust_remote_code are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs are supported by near-identical titles / clearly matching failure descriptions, and the false pairs are mostly framed cautiously as broad theme overlaps rather than same-bug matches. No obvious overstatement or unsupported merge claim." - }, - "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 }, @@ -5635,317 +5598,313 @@ "component_index": 1, "component_count": 26, "review_unit_index": 18, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:30064", - "issue:36331", + "issue:36010", "issue:39692", "issue:41720", "issue:43295", - "issue:43335", + "issue:43421", + "issue:43493", "issue:43531", "issue:43540", "issue:43550", "issue:43596", "issue:43611", - "issue:43618", "issue:43643", "issue:43653", - "issue:43697", "issue:43720", - "issue:43756", + "issue:43746", + "issue:43782", "issue:43819", "issue:43873", "issue:43927", - "issue:44008", + "issue:43994", "issue:44062", "issue:44186", "issue:44220", "issue:44361", "issue:44488", - "issue:44661", - "issue:44821", - "issue:44843", - "issue:44877", + "issue:44514", + "issue:44545", + "issue:44671", "issue:44898", "issue:44991", "issue:44995", "issue:45081", - "issue:45084", "issue:45356", "issue:45381", + "issue:45759", "issue:45834", "issue:45907", + "issue:45923", "issue:45987", + "issue:46032", "issue:46294", + "issue:46463", "issue:46665", "issue:46693", "issue:46829", "issue:46832", - "issue:46858", - "issue:46932", - "issue:47020" + "issue:46858" ], "soft_pairs": [ + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", "issue:44995|issue:46858", + "issue:43421|issue:44186", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:46829|issue:46832", "issue:43295|issue:45834", - "issue:45987|issue:46829", + "issue:46829|issue:46832", "issue:43550|issue:43927", + "issue:45987|issue:46829", "issue:43550|issue:44361", "issue:43540|issue:46294", "issue:45381|issue:46693", - "issue:43531|issue:43643", "issue:44062|issue:44488", + "issue:43531|issue:43643", "issue:43596|issue:44220", "issue:43611|issue:46665", "issue:44186|issue:44898", - "issue:43653|issue:43819", "issue:41720|issue:44991", - "issue:30064|issue:36331", - "issue:44008|issue:46858", - "issue:44220|issue:44661", - "issue:45987|issue:46932", - "issue:43618|issue:43697", - "issue:43335|issue:43756", - "issue:44488|issue:47020", - "issue:43643|issue:44877", - "issue:43550|issue:43819", - "issue:44843|issue:45081", - "issue:39692|issue:45834", - "issue:44821|issue:45084" + "issue:43653|issue:43819" ], - "prepared_review_unit_hash": "f7565cf2d477df34e397fdc1b09ea211911991ebabb5a55d190c603ae69eebb8", + "prepared_review_unit_hash": "f5394fa03ad6d6a3baf64eabf4c61332214f7479bf92b0211ac9e3da909dffc7", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37304, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "soft_pair_count": 30, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly false positives: they cluster by broad theme words (tokenizer, multimodal, cache, quantization) but do not describe the same concrete bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this set: the items span unrelated failures across tokenizers, multimodal processors, cache semantics, quantization, configs, and model-specific regressions.", + "summary": "This is mostly a heterogeneous set of unrelated bug reports across different models, tokenizers, caches, and loading paths. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair: it has the same failure mode and title as issue:44514, with slightly more inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; none of the issues cleanly represents the whole heterogeneous cluster or a single duplicate bug.", + "best_issue_reason": "issue:44545 is the best issue representative for the cluster because it is the only strong duplicate target and clearly captures the shared Qwen2_5_VLProcessor padding=False crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:46858", - "accept": false, - "reason": "Both mention cache/sequence length, but one is a GlmMoeDsa stale indexer bug and the other is a static-cache torch.compile backend issue." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Tokenizer codec/regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + "reason": "Different problems: composite Qwen multimodal config handling vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { - "left": "issue:39692", + "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example errors and a quantization offloading regression are different bugs with only a broad quantization overlap." + "reason": "Different areas: PEFT/local checkpoint loading for GraniteSpeech vs quantization offloading behavior." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-path failures." + "reason": "Both mention model quality, but they are different model families and different failure modes." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue is unrelated to BitNet accelerate loading of packed weights." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization issue; the other is an implementation-vs-JAX discrepancy." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "VideoPrism output field regression and RT-DETR feature-level shape error are separate model-specific bugs." + "reason": "Unrelated: Mamba2 use_cache correctness vs a T5 decoder input validation error message." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Shared tokenizer theme only; one is runtime special-token updates, the other is BigBirdTokenizer decode/registration behavior." }, { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache sequence-length shape regression is unrelated to VideoPrism hidden_states output mixup." - }, - { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import failure." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Bamba torch.compile/SDPA and MLukeTokenizer AttributeError are different code paths and symptoms." + "reason": "Different Qwen VL issues with different paths and symptoms; not the same bug." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Both involve Qwen video input, but one is a processing ValueError and the other is a chat-template feature/token mismatch." + "reason": "Both involve tokenizer/regression wording, but the concrete failures and affected models differ." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + "reason": "Both involve cache behavior, but the bug contexts are different: stale indexer cache vs static-cache seq_length tensor arithmetic." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated issues." + "reason": "Different tokenizer bugs: special-token post-processor updates vs LayoutLMv2 NER/padding crashes." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Duplicate AddedToken special-arg failure is not the same as loading cjvt/sleng-bert failing." + "reason": "Tokenizer regression vs hub API revision forwarding; unrelated." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "DeepSpeed zero3 BertModel index error and _torch_extract_fbank_features are unrelated failures." + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization/offloading behavior." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "base_model_prefix loading regression and inconsistent from_pretrained inside Python classes are different loader issues." + "reason": "Different model code paths: packed-weight loading vs DAC latent reconstruction mismatch." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver image classification resolution handling." + "reason": "Tokenizer special-token registration issue vs BitNet packed-weight loading; unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC from_latents mismatch are unrelated." + "reason": "Different multimodal regressions: processor/tokenizer API breakage vs Kosmos2.5 OCR index error." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are different bugs." + "reason": "Different model heads and failures: output field mismatch vs RT-DETR feature-level type error." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss kwarg mismatch are unrelated." + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs DiaConfig save/load token ID loss." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Gemma3n variable collision in forward is unrelated to cache.get_seq_length returning a device tensor." + "reason": "Cache API return-type bug vs VideoPrism output misassignment; different code paths." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Audio feature extraction failure and add-new-model-like TOKENIZER_MAPPING_NAMES bug are separate code paths." + "reason": "Unrelated: Bamba torch.compile issue vs MLukeTokenizer AttributeError." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "StaticCache sequence-length shape regression is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both are video-input issues in Qwen models, but the concrete failures and model classes differ enough that they do not look like the same bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model regressions." + "reason": "Qwen2.5-VL video position-id bug vs FA2 long-context performance regression; unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are unrelated model configuration issues." + "reason": "AddedToken special-kwarg TypeError vs failing to load a specific tokenizer/model; not the same underlying defect." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram constructor type bug." + "reason": "Different areas: Qwen3-MoE sliding window behavior vs AutoConfig trust_remote_code field loss." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and strict config blocking granite_speech are different config-loading failures." + "reason": "BertModel/deepspeed zero3 init IndexError is unrelated to _torch_extract_fbank_features." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and DAC from_latents mismatch do not share the same underlying defect." + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior in Python classes." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a backend_tokenizer AttributeError; not the same bug." + "reason": "Different model/tokenizer families and different failures." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compile errors are unrelated." + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a RoBERTa model." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "SigLIP2 example issues and Kosmos2.5 long OCR index errors are different multimodal bugs." + "reason": "Tokenizer special-token bug vs DAC latent conversion mismatch; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The single accepted soft pair, issue:44514 and issue:44545, is well supported by the matching titles and failure mode, and the rest of the verdicts stay conservative rather than overclaiming duplicates. The canonical/best issue rationale is also consistent with the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5954,64 +5913,76 @@ "component_index": 1, "component_count": 26, "review_unit_index": 19, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:28218", - "issue:29159", + "issue:30064", "issue:34634", "issue:36010", + "issue:36331", + "issue:39692", "issue:43322", - "issue:43388", + "issue:43335", "issue:43421", "issue:43540", "issue:43550", - "issue:43577", - "issue:43582", "issue:43606", + "issue:43618", + "issue:43643", "issue:43644", - "issue:43716", + "issue:43697", "issue:43749", + "issue:43756", "issue:43782", - "issue:43818", + "issue:43819", "issue:43825", - "issue:43931", "issue:43994", "issue:44008", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", "issue:44479", - "issue:44561", - "issue:44610", + "issue:44488", + "issue:44661", "issue:44671", - "issue:44805", "issue:44811", - "issue:44936", + "issue:44821", + "issue:44843", + "issue:44877", "issue:44977", "issue:44991", - "issue:45020", "issue:45072", + "issue:45081", + "issue:45084", "issue:45183", - "issue:45381", "issue:45479", "issue:45584", "issue:45685", "issue:45834", - "issue:46032", - "issue:46291", - "issue:46294", - "issue:46463", - "issue:46512", - "issue:46846", + "issue:45987", + "issue:46858", + "issue:46932", "issue:47020" ], "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", "issue:34634|issue:36010", "issue:44448|issue:44671", "issue:44186|issue:44442", @@ -6024,206 +5995,193 @@ "issue:43606|issue:45072", "issue:43421|issue:44811", "issue:43782|issue:44977", - "issue:44479|issue:45834", - "issue:43582|issue:46512", - "issue:43550|issue:45072", "issue:43825|issue:43994", - "issue:43577|issue:43818", - "issue:44561|issue:45020", - "issue:44991|issue:46291", - "issue:43388|issue:46032", - "issue:46294|issue:46463", - "issue:43716|issue:44008", - "issue:44805|issue:44936", - "issue:43931|issue:46846", - "issue:43540|issue:45381", - "issue:44610|issue:45072", - "issue:28218|issue:29159" + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "211bffa71b65023e7bf2c86b73717e5c4708bd59639fdc89451e973a6fb37f30", + "prepared_review_unit_hash": "ff0b3c1a52338383bc9fd3d4a2d47a610180f8a8838dab89a63f8fda61b64349", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36043, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "soft_pair_count": 26, + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar Transformer bug reports across different models and code paths. I do not see any soft edge that looks like a true duplicate pair, so all soft links should be rejected. No PRs are present in the cluster.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45020 is the broadest, most representative report of a widespread recent-version / remote_code compatibility regression, making it the best anchor for this heterogeneous cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with a few loose theme overlaps around tokenizer/model loading and v5 regressions. I did not find any soft pair that looks like the same underlying bug, so I would not merge any of them as duplicates. The most representative single issue is the Mistral tokenizer patching regression in #44843 because it is a concrete core-path loading bug with broader impact than the rest.", + "confidence": 0.67, + "canonical_issue_reason": "#44843 is the strongest representative issue: it is a concrete core tokenizer-loading regression in `_patch_mistral_regex`, affects offline mode directly, and sits in a broadly used path rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most general and reusable summary of the cluster\u2019s recurring theme of Transformers version regressions affecting remote_code models.", + "best_issue_reason": "#44843 is the best overall issue to anchor the cluster because it is the clearest high-signal bug in a core code path, and it aligns with the small subset of tokenizer-loading-related items better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs trainer `compute_loss` signature mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping utility failure; no shared underlying code path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable name collision in forward pass vs static-cache sequence-length tensor bug; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type contract issue vs Gemma4 quantized embedders dtype casting; different bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different behaviors; not the same concrete defect." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug; unrelated model configuration issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a specific model load failure and the other is a constructor type mismatch in XLMRobertaTokenizer; different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA problem in Bamba-9B-v2 vs DAC latent decoding mismatch; no shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different mechanisms." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct failures: one is an unconditional Hub call breaking offline mode, the other is an AttributeError on `backend_tokenizer`; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error; different models and code paths." + }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated tokenizer/runtime issues affecting different components." + "reason": "BarkProcessor preset handling vs `GenerationMixin` import error; unrelated issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both mention output changes, but one is Pegasus v4/v5 generation drift and the other is CamemBERT masked-LM prediction regression; different models and bugs." + "reason": "Both are v5 behavior changes, but they concern different models and symptoms; not a single duplicate bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding, while FastSpeech2ConformerTokenizer fails to load via AutoTokenizer; different failure modes." + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs FastSpeech2Conformer tokenizer loading failure; unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and Gemma3n audio_mel_mask AttributeError come from different model pipelines and root causes." + "reason": "Video-input processing regression vs Gemma3n attribute collision in forward; different problems." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR index errors are unrelated input-processing bugs." + "reason": "Whisper empty transcription failure vs Kosmos2.5 OCR length issue; unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is validation/error-message behavior for input_ids vs inputs_embeds; the other is a zero-loss classification bug with num_labels=1." + "reason": "Input validation messaging bug vs sequence-classification zero-loss bug; different code paths." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault on load and an MPS histogram Int type error are unrelated hardware/model issues." + "reason": "Llava Next load-time segmentation fault vs MPS histogram Int support issue; unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading breakage are both loading-related but not the same code-path problem." + "reason": "Non-persistent buffer initialization regression vs FSDP CPU RAM efficient loading breakage; different bugs." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer load failures, but for different tokenizer implementations and different underlying type/compatibility problems." + "reason": "Both are tokenizer-loading related, but one is a model-specific v5 load failure and the other is an XLMRobertaTokenizer constructor bug; not the same underlying defect." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch in Bark-small is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch in Bark vs dtype mismatch in bfloat16 inference; unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Updating post-processors after special-token mutation is a different issue from Whisper batch_decode ignoring skip_special_tokens." + "reason": "Runtime special-token post-processor sync bug vs Whisper `batch_decode` skip-special-tokens handling; different layers and behaviors." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure affect different stages and code paths." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Video input regression across Qwen models and Kosmos2.5 OCR long-input index error are unrelated failures." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related bugs with different fixes." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a model execution issue, not the same as bfloat16 dtype mismatch in other models." + "reason": "Qwen3VL weight-only loading error vs Qwen3.5 flash-attention generation bug; unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A misleading pipeline translation error in v5 is not the same as SigLIP2 producing nonsensical outputs." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype remaining float32 and Video-LLaVA missing temporal attention/share weights are unrelated model-architecture bugs." + "reason": "Pipeline error-message wording bug vs SigLIP2 nonsensical outputs; not the same change or bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available helper while the other is a broad umbrella report." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache corruption are different training/inference bugs." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen3.5-9B video template token/feature mismatch and T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n variable-name collision are different failure mechanisms." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "A mask/tensor shape mismatch and trainer.evaluate() failing after train do not point to the same underlying bug." - }, - { - "left": "issue:43931", - "right": "issue:46846", - "accept": false, - "reason": "Qwen3-VL load-time weight shape mismatch and missing linear_attn TP-plan entries are separate model configuration problems." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen video input ValueError and wrong vision_position_ids in Qwen2.5-VL are related only by model family, not by the same concrete bug." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo and bfloat16 dtype mismatch in other models are different issues." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Extra space after added token and slow/fast tokenizer inconsistency are related tokenizer symptoms but not the same defect." + "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input index error; unrelated." } ] }, @@ -6239,68 +6197,81 @@ "component_index": 1, "component_count": 26, "review_unit_index": 20, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:28218", + "issue:29159", "issue:34634", - "issue:36010", "issue:36331", "issue:42175", - "issue:43257", "issue:43262", - "issue:43329", - "issue:43452", - "issue:43526", + "issue:43388", + "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43645", - "issue:43653", - "issue:43697", + "issue:43716", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", - "issue:43906", - "issue:44060", + "issue:43931", + "issue:44008", "issue:44291", - "issue:44368", - "issue:44589", + "issue:44561", + "issue:44610", "issue:44671", - "issue:44857", - "issue:44912", + "issue:44805", + "issue:44936", "issue:44991", "issue:45003", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", "issue:45325", - "issue:45372", - "issue:45406", + "issue:45381", "issue:45701", + "issue:46032", "issue:46175", - "issue:46209", "issue:46285", - "issue:46326", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", "issue:46665", "issue:46697", "issue:46728", + "issue:46846", "issue:46932" ], "soft_pairs": [ + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43720|issue:45072", - "issue:43645|issue:46665", "issue:43825|issue:43827", + "issue:43645|issue:46665", "issue:44671|issue:45701", "issue:43577|issue:43582", "issue:34634|issue:36331", @@ -6309,219 +6280,202 @@ "issue:46697|issue:46728", "issue:45003|issue:46285", "issue:43782|issue:45325", - "issue:43262|issue:43819", - "issue:43653|issue:44912", - "issue:43582|issue:44857", - "issue:45372|issue:46326", - "issue:44589|issue:45042", - "issue:43742|issue:45020", - "issue:43550|issue:44912", - "issue:36010|issue:43645", - "issue:43257|issue:43329", - "issue:36010|issue:36331", - "issue:43526|issue:43697", - "issue:43906|issue:46209", - "issue:45081|issue:45406", - "issue:43452|issue:44991", - "issue:44060|issue:44368" + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "677244d9c01f816ace759a6b84ac8e5640f27182de2ef9f5a47d255892e1f068", + "prepared_review_unit_hash": "d537908c4026ce8e338ec3acc7e3af029667e5dd893a32f5bfea6c81c12061b5", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "soft_pair_count": 26, + "serialized_chars": 36103, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct Transformers regressions and model-specific bugs, not true duplicates. The only broad umbrella issue is the remote_code/version-compatibility regression.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the best umbrella representative: it describes a broad recent-version regression affecting model loading with `remote_code`, which is closer to the common theme across this set than the narrower model-specific reports.", + "summary": "Mostly a heterogeneous set of unrelated bug reports. The only soft edge that looks like a true duplicate is the tokenizer spacing issue paired with the broader slow-vs-fast tokenizer inconsistency report.", + "confidence": 0.68, + "canonical_issue_reason": "issue:29159 is the better duplicate target for the tokenizer spacing bug because it states the broader slow/fast tokenizer inconsistency that likely subsumes the added-token extra-space symptom in issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone issue because it is broader and more centrally representative of the cluster\u2019s recurring version-compatibility/loading breakages.", + "best_issue_reason": "issue:45701 is the strongest standalone representative overall: it has the broadest tokenization-regression scope and higher external signal than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "Both involve loading/init paths, but they are different failures: FSDP CPU RAM efficient loading vs an unexpected `_is_hf_initialized` argument in `init_empty_weights`." - }, - { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different model families and code paths: BitNet packed-weight unpacking vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different models and failures: dtype casting in BLIP2 vs missing temporal attention/weight sharing in Video-LLaVA." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both mention `from_pretrained`-style usage, but one is a Jupyter/custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug." + "reason": "Related theme, but not the same bug: one is a specific API removal (`is_torch_fx_available`), the other is a broad remote_code regression report." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "One is a runtime error message about translation tasks, the other is documentation still referencing removed pipeline APIs." + "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Tokenization/version behavior is too broad here; one is CamemBERT masked-LM prediction regression, the other is a general tokenization change report." + "reason": "Unrelated: metric gathering drops labels in the last batch vs incorrect `use_cache` behavior in Mamba2Mixer." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Unrelated bugs: BLIP2 dtype casting on load vs an Apple Silicon allocator warmup TypeError." + "reason": "Different problems: tokenizer loading regression vs pipeline import failure due to kernels dependency requirements." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Completely different areas: BarkProcessor voice preset vs CustomTrainer.compute_loss signature incompatibility." + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale `config.dtype` after `from_config(dtype=...)`." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Backend packaging mismatch with `.[torch]` is unrelated to a Mistral regex patch crash." + "reason": "Both are input/validation bugs, but they affect different models and different validation logic." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Same general Gemma4 area, but different concrete bugs: huge one-hot position embedding materialization vs dtype casting for quantized embedders." + "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs a Gemma3n variable-name collision." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both are image-processing bugs, but one is over-padding in Swin2SR and the other is wrong patch counting in Aria." + "reason": "One is a mask/index shape error, the other is an evaluator/trainer lifecycle failure; not the same underlying bug." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Different subsystems: unsafe `sys.modules` access in modeling_utils vs CLIP structure inconsistency." + "reason": "Both mention Qwen3-VL, but one is a load-time weight mismatch and the other is a tensor-parallel plan omission." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen variants and different failures: `weight_only=True` loading error vs incorrect temporal position scaling." + "reason": "Different models and mechanisms: Qwen3OmniMoe video processing vs Qwen2.5-VL position-id computation." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Audio-related, but not the same bug: chat-template sample-rate defaulting vs DAC latent/forward mismatch from missing STE." + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in bfloat16 inference." }, { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback are unrelated." + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer symptom family: the extra-space-after-added-token bug is a concrete manifestation of the broader slow/fast tokenizer inconsistency." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Different runtime environments and failures: Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is an `init_empty_weights` argument error." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both involve processor/tokenizer dependencies, but one is a missing `ReasoningEffort` import and the other is `continue_final_message` behavior; not the same code-path problem." + "reason": "Different subsystems and failures: packed-weight unpacking during accelerate loading vs dtype mismatch in inference." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend processors incorrectly requiring torchvision." + "reason": "Related to pipeline deprecation, but one is an error message and the other is stale documentation; not the same bug." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "A key error when loading one model is not the same underlying issue as the broad remote_code regression." + "reason": "Both involve custom-model initialization, but the notebook-specific v5 breakage is not the same as `from_pretrained` behavior inside Python classes." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different execution paths: torch.compile/SDPA failure vs MXFP4 quantization fallback." + "reason": "Tokenization is involved, but one report is incorrect masked-LM predictions and the other is a broad version-related tokenization change." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "GenerationMixin import error is unrelated to notebook/custom-class `from_pretrained` behavior." + "reason": "Unrelated: BLIP2 dtype handling vs allocator warmup TypeError on Apple Silicon." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different problems: Qwen3 MOE weight conversion with accelerate/deepspeed vs undefined video-token helper/merge size in multimodal token counting." + "reason": "Different areas entirely: BarkProcessor voice_preset vs CustomTrainer loss-signature error." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Import-time transformers API breakage vs trainer loss-signature incompatibility." + "reason": "No shared underlying bug: backend package installation issue vs Mistral tokenizer regex patch crash." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Different model/image-processing bugs: BEiT fast processor label reduction vs RTDetrV2 output drift in v5." + "reason": "Gemma4 memory-heavy position embedding implementation is unrelated to quantized dtype casting fixes." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + "reason": "Different image-processing bugs: over-padding vs incorrect patch-count computation." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Different tokenizer/serve failures: Mistral regex patch crash vs Gemma4Processor missing `_tokenizer`." + "reason": "One is a `sys.modules` access issue, the other is an inconsistent CLIP model structure change." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "GGUF loading breaks for tokenizer/model APIs, but that is not the same as a specific tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Different Qwen-VL bugs: `weight_only=True` loading error vs rope index scaling for still images." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both mention tie-weight warnings, but the concrete issues differ: wrong tied-weights mapping in Qwen3-Next vs a config warning during ms-swift LoRA fine-tuning." + "reason": "Audio chat-template sampling-rate defaulting and DAC latent conversion are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the tokenizer pair is the only plausible duplicate-like soft edge, and the broad representative / canonical-target choices are conservative and supported by the titles and reference counts. The rejected soft pairs are generally justified by clearly different models, subsystems, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6530,68 +6484,82 @@ "component_index": 1, "component_count": 26, "review_unit_index": 21, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:29159", - "issue:34567", + "issue:36010", + "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", + "issue:43452", "issue:43526", "issue:43531", - "issue:43606", + "issue:43550", + "issue:43582", "issue:43638", "issue:43643", - "issue:43650", - "issue:43696", + "issue:43645", + "issue:43653", + "issue:43697", "issue:43742", "issue:43746", "issue:43819", "issue:43854", "issue:43906", "issue:43927", - "issue:43931", - "issue:44291", - "issue:44387", - "issue:44479", - "issue:44554", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", "issue:44610", - "issue:44617", "issue:44811", - "issue:44821", + "issue:44857", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", + "issue:45020", "issue:45042", + "issue:45081", "issue:45084", - "issue:45459", + "issue:45372", + "issue:45406", "issue:45538", "issue:45600", "issue:45759", - "issue:45803", - "issue:45859", + "issue:46209", "issue:46291", - "issue:46421", - "issue:46424" + "issue:46326" ], "soft_pairs": [ - "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:44060|issue:44368", "issue:43638|issue:44936", - "issue:43531|issue:45042", + "issue:43329|issue:45600", "issue:43819|issue:43927", + "issue:43531|issue:45042", "issue:43526|issue:44554", "issue:45084|issue:45538", "issue:42175|issue:46291", @@ -6599,229 +6567,212 @@ "issue:42490|issue:43257", "issue:43854|issue:44977", "issue:43643|issue:45759", - "issue:39692|issue:44912", "issue:38175|issue:44610", - "issue:43262|issue:44811", - "issue:43257|issue:43696", - "issue:43329|issue:43450", - "issue:44387|issue:44617", - "issue:43257|issue:43931", - "issue:43329|issue:44479", - "issue:42915|issue:43742", - "issue:34567|issue:40990", - "issue:45459|issue:45803", - "issue:44291|issue:45042", - "issue:46421|issue:46424", - "issue:43650|issue:43906", - "issue:42915|issue:44821", - "issue:29159|issue:34567", - "issue:43606|issue:45859" + "issue:39692|issue:44912", + "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "6ceff1d9f80294b41e91118f2b59a4a0aefafd82df77ed044a3543e1685993f6", + "prepared_review_unit_hash": "b89f5dcb0317705ea5e3cb0f70868e2fef66593782680cfde9826833821c240d", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36133, - "estimated_input_tokens": 9034, - "estimated_eval_tokens": 18324 + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "44479 remains the best issue candidate as the broader user-facing Qwen video regression. The previously accepted 43329\u219444479 link is now treated conservatively as related-but-not-duplicate, because the packet only shows title/embedding similarity and the descriptions point to different failure modes.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44479 is the best canonical issue: it is the broader, user-facing report of the Qwen video-input regression across multiple affected models and is the better duplicate hub than a narrower internal helper bug report.", + "summary": "This cluster is mostly a set of distinct Transformers issues around model loading, configs, tokenizers, and processor behavior. The soft-similarity pairs look related at a high level, but not like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative loading/regression report in the set and has relatively strong discussion activity, so it is the best single issue anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest overall issue candidate because it captures a concrete multi-model regression with clear user impact and the broadest scope among the candidates.", + "best_issue_reason": "Issue 45020 is the strongest general-purpose representative: it covers a wide recent-regression class rather than a narrow model-specific symptom, and it has enough activity to serve as a useful triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different bugs: video multimodal token counting versus stale auto-mapping references. Similarity alone is not enough." + "reason": "Different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different code paths and symptoms: deepspeed zero3 IndexError versus trainer state/eval behavior." + "reason": "Unrelated failures on different platforms and code paths: Apple Silicon allocator warmup vs CUDA AMP loss." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and PIL backend dependency behavior are unrelated." + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a continue_final_message tokenizer behavior bug; not the same fix." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "DAC forward-pass mismatch and DiaConfig token-ID loss are distinct model/config bugs." + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Beit fast processor label reduction and MPS attention correctness are unrelated failures." + "reason": "Both are loading failures, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same code-path bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Template compilation error versus tokenizer max_length constant; no shared underlying defect." + "reason": "torch.compile + SDPA issue for Bamba is unrelated to MXFP4 quantization loading." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Packaging/backend dependency issue versus pipelines import-time kernels requirement mismatch." + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping affect different behaviors." + "reason": "GenerationMixin import error and Jupyter custom-model initialization regression are different failures." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash loading test failure versus Qwen3.5 flash-attention generation bug." + "reason": "Different areas: Qwen3 MoE weight conversion vs multimodal video token counting undefined variables." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is text_config unwrapping for multimodal configs." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "SigLIP2 doc-example errors and GPT-OSS quantization fallback are separate issues." + "reason": "Both touch tokenizer/processor loading, but they fail on different missing attributes and different components." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor/model size mismatch are not the same bug." + "reason": "gguf_file breaks from_pretrained flows, while est-roberta fails as a tokenizer-loading regression; not the same defect." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are different code paths." + "reason": "Both mention Qwen tied-weight warnings, but one is about incorrect parameter tying and the other about a config warning during LoRA fine-tuning." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Qwen3 MoE loading/conversion and GPT-oss-20b CUDA OOM are unrelated." + "reason": "DeepSpeed ZeRO-3 index error and evaluate-after-train failure do not share the same underlying bug." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:45600", "accept": false, - "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." + "reason": "Multimodal token counting bug and stale auto_mappings CI breakage are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Quantization memory regression and Sam3Video OOM are different memory problems with different triggers." + "reason": "DAC from_latents mismatch and DiaConfig save/load token ID loss are different model/config correctness issues." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Qwen3 MoE weight conversion failure and Qwen3-VL weight-shape mismatch are distinct load-time failures." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "The packet only supports title-level/video-domain similarity; the descriptions point to different failure modes, so this is not enough to call them the same bug." + "reason": "BeitImageProcessorFast reduce_labels bug and MPS attention correctness issue affect different subsystems." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3 MoE and MobileLLM key error are unrelated model-loading bugs." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length handling are unrelated." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are entirely different issues." + "reason": "Packaging/backend dependency omission and kernels import-version requirement are different installation/import problems." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both concern error handling, but in different components and with different mechanisms." + "reason": "PEFT checkpoint loading failure for GraniteSpeech is not the same as Whisper batch_decode skip_special_tokens behavior." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to PIL backend torchvision dependency behavior." + "reason": "Local-path slash import warning and Qwen3 MoE weight conversion are unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "The first is not a specific bug report; the second is an isolated reproduction of a different issue." + "reason": "Both involve config handling, but one loses fields with trust_remote_code and the other fails to unwrap text_config in from_config; separate code paths." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL loading are unrelated." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different image-processor issues." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and TrainerState token counting are different subsystems and symptoms." + "reason": "SigLIP2 docs/quantization example errors are unrelated to MXFP4 loading fallback for git-oss-20b." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths; not the same bug." + "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, and 44479 is a plausible best issue. However, the accepted soft-edge pair 43329 \u2194 44479 is overstated: the packet only shows title-level similarity and a soft-similarity score, while the issue descriptions point to different failure modes (undefined variables in `_get_num_multimodal_tokens` vs. a broader video-input regression across Qwen models). That is not enough evidence to assert they are the same bug or that 43329 is the root cause of 44479. Please keep that pair conservative unless there is direct packet evidence tying them together." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6831,289 +6782,281 @@ "component_index": 1, "component_count": 26, "review_unit_index": 22, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:24643", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:42175", + "issue:40990", "issue:42915", + "issue:43257", + "issue:43329", "issue:43404", "issue:43425", - "issue:43452", + "issue:43450", "issue:43454", "issue:43525", "issue:43540", "issue:43577", - "issue:43582", + "issue:43650", + "issue:43696", "issue:43697", "issue:43742", "issue:43749", - "issue:43824", + "issue:43906", "issue:43927", - "issue:44062", + "issue:43931", "issue:44291", + "issue:44387", "issue:44479", "issue:44568", + "issue:44617", "issue:44756", + "issue:44821", "issue:44857", "issue:44912", - "issue:44936", "issue:44987", - "issue:44991", - "issue:45081", + "issue:45042", "issue:45127", - "issue:45137", "issue:45356", "issue:45357", - "issue:45405", + "issue:45459", "issue:45538", + "issue:45803", "issue:46291", - "issue:46512", - "issue:46693", + "issue:46421", + "issue:46424", "issue:46701", - "issue:46821", - "issue:46832", - "issue:46869", - "issue:47020" + "issue:46832" ], "soft_pairs": [ + "issue:43257|issue:43696", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:34567|issue:40990", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", "issue:43749|issue:44756", "issue:28282|issue:29870", - "issue:43454|issue:43577", "issue:43540|issue:46701", "issue:43525|issue:46291", - "issue:28282|issue:34689", + "issue:43454|issue:43577", "issue:43927|issue:44912", "issue:44568|issue:45356", + "issue:28282|issue:34689", "issue:44987|issue:45538", - "issue:33357|issue:34567", "issue:43425|issue:46291", + "issue:33357|issue:34567", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:43404|issue:45127", - "issue:45137|issue:45405", - "issue:42175|issue:43824", - "issue:28282|issue:29127", - "issue:45538|issue:46869", - "issue:45081|issue:47020", - "issue:42915|issue:45538", - "issue:44479|issue:46693", - "issue:43742|issue:44291", - "issue:44936|issue:46821", - "issue:43452|issue:43582", - "issue:43577|issue:46512", - "issue:42915|issue:43749", - "issue:44062|issue:44991", - "issue:24643|issue:29159" + "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "e1c43953e313e0511f4c3c72571965a2bb0b77ce7c55ff3a8cfdcd05811d7254", + "prepared_review_unit_hash": "9dde09c221032f107dcbedffdeb8b9d9714ac5c2d919257d593c6c1e9fa46aa6", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36316, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35307, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, quantization, and hardware-specific bugs. None of the soft edges look like the same underlying issue, so I rejected all duplicate candidates. I selected the Mistral tokenizer regression as the best representative issue because it is concrete and well-scoped, but the cluster is not a true duplicate group.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45081 is the most concrete, self-contained bug report in the set, with a specific failure mode in tokenizer patching and a clear repro/error. It is a better representative than the more generic or hardware-specific issues around it.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about tokenizers, model loading, multimodal/video processing, quantization, cache behavior, and OOMs. None of the soft edges looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the items cover distinct bugs across different subsystems and models, so there is no clear duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the strongest anchor for this cluster because it is specific, user-facing, and technically well described. Even so, the surrounding items are not duplicates of it.", + "best_issue_reason": "No issue is a strong global representative for dedupe triage here because the cluster is not coherent; a single best issue would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both involve loading/memory problems, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; different code paths and failure modes." + "reason": "Both involve Qwen/MoE loading, but one is a weight-conversion bug under accelerate+deepspeed and the other is a CUDA OOM on gpt-oss-20b; different failures and code paths." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to BART generate() hitting an unbound decoder_attention_mask variable." + "reason": "Both are OOM-related, but one is int4 quantization memory growth in Transformers 5.x and the other is Sam3Video CUDA OOM; not the same bug." }, { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "Both mention weight tying/dtype behavior, but they affect different model families and different symptoms; not the same bug." - }, - { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma pipeline failure are distinct multimodal bugs." + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue. Similar area, different defect." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Llama4 pad_token_id attribute error is unrelated to pipelines import failing on kernels v0.15 requirements." + "reason": "Both mention video inputs, but 43329 is a token-counting helper bug while 44479 is a broader v5.3.0 video regression across multiple models." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both are loading/import failures, but one is a missing PyTorch environment check and the other is a Llama 3.2 Vision model-loading regression." + "reason": "Different loading failures: conversion with accelerate/deepspeed versus weight-shape mismatch for Qwen3-VL-30B." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Saving/loading custom token IDs causing IndexError is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Both concern exception handling, but they are separate tokenizer/data-conversion functions with different failure modes and fixes." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "A tokenizer not adding BOS/EOS in v5 is a different bug from the Kimi-K2.5 codec handling and warning regression." + "reason": "Unrelated problems: training token counts not updating versus extremely high perplexity on a model evaluation benchmark." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "A FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated problems." + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length behavior for quantized cache only; not the same bug." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Torch 2.10 compatibility is a different issue from kernels package import-time version/revision requirements." + "reason": "Different subsystems and errors: init_empty_weights sees an unexpected argument, while image processors incorrectly require torchvision." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "LwDetrImageLoss AMP crash and RT-DETR forward error with feature levels are distinct model bugs." + "reason": "No real duplication; one is an invalid/empty issue, the other is an isolated reproduction of a separate bug." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-key regression affect different models and code paths." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both touch tied weights, but one is a Mistral3 generation/load issue and the other is LoRA merging with extended vocabulary; not the same concrete bug." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a PEFT minimum-version bump are unrelated." + "reason": "Different bugs: FSDP CPU RAM efficient loading broken versus mmap causing OOM on Strix Halo." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are different dependency/import issues." + "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's box-information error handling." + "reason": "Both touch multimodal/video-ish pipelines, but they are different models and different failures." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "CLIPTokenizer max-length behavior and multi-GPU device_map auto failure are unrelated." + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing on kernels v0.15 dependency requirements." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Mistral regex patch crash and XLMRoberta Unigram vocab type mismatch are different tokenizer implementation bugs." + "reason": "Different model-loading bugs: untied lm_head weights in AyaVision versus dtype staying float32 in Blip2." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer's max_length constant." + "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization falling back to bf16." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Video-input regression for Qwen models and FA2 long-context performance regression are different issues." + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior and the other is Kimi-K2.5 codec/warning handling." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "MobileLLM loading KeyError and init_empty_weights unexpected-argument TypeError are separate model-loading failures." + "reason": "Missing-PyTorch ImportError and Llama 3.2 Vision loading breakage are distinct problems." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Trainer.evaluate() after train() and TimesFM window_size AttributeError are unrelated runtime issues." + "reason": "Loading physical-intelligence/fast failing on transformers>=5.1.0 is not the same as CLIPTokenizer using an extreme model_max_length." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different platform/code-path bugs." + "reason": "Torch version incompatibility is unrelated to the kernels v0.15 pipelines import error." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both are dtype-related, but one is a model remaining float32 on load and the other is stale model.config.dtype after from_config; not the same bug." + "reason": "A MacOS bus error when loading a CLIP model is unrelated to TrainerState token counting." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are unrelated issues." + "reason": "Different RT-DETR-related bugs: AMP crash in one loss function versus a forward-pass type error when feature levels exceed backbone outputs." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failing for EMBEDDIA/est-roberta." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key corruption are separate regressions." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DeepSpeed 'weight must be 2-D' training error and slow/fast tokenizer inconsistency are unrelated problems." + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are not the same defect." } ] }, @@ -7129,300 +7072,316 @@ "component_index": 1, "component_count": 26, "review_unit_index": 23, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:24643", "issue:27957", "issue:28282", + "issue:29127", + "issue:29159", "issue:34567", "issue:36331", "issue:38175", "issue:41720", "issue:42175", + "issue:42915", "issue:43257", - "issue:43531", + "issue:43452", "issue:43540", "issue:43577", "issue:43582", - "issue:43716", "issue:43742", + "issue:43749", "issue:43756", - "issue:43906", + "issue:43824", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44568", - "issue:44589", - "issue:44737", "issue:44792", "issue:44821", "issue:44849", "issue:44898", + "issue:44936", "issue:44964", "issue:44987", + "issue:44991", "issue:45042", - "issue:45072", "issue:45081", - "issue:45325", + "issue:45137", "issue:45381", "issue:45405", "issue:45488", - "issue:45600", + "issue:45538", "issue:45701", - "issue:45823", "issue:45907", - "issue:46399", - "issue:46463", - "issue:46491", + "issue:46512", "issue:46693", - "issue:46701", - "issue:46821" + "issue:46821", + "issue:46869", + "issue:47020" ], "soft_pairs": [ - "issue:27957|issue:28282", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:45081|issue:47020", + "issue:45538|issue:46869", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:42915|issue:43749", "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:27957|issue:28282", "issue:41720|issue:43540", "issue:43540|issue:44560", - "issue:42175|issue:44488", "issue:44987|issue:45907", - "issue:34567|issue:36331", "issue:44479|issue:45381", + "issue:42175|issue:44488", "issue:43540|issue:44479", "issue:38175|issue:44898", - "issue:44792|issue:44964", + "issue:34567|issue:36331", "issue:44568|issue:45488", + "issue:44792|issue:44964", "issue:44291|issue:44821", "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:43582|issue:46821", - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:43756|issue:46399", - "issue:43756|issue:45325", - "issue:43716|issue:46701", - "issue:43531|issue:44821", - "issue:45405|issue:45600", - "issue:44737|issue:46463", - "issue:43577|issue:45072", - "issue:45823|issue:46463", - "issue:44568|issue:46491", - "issue:43906|issue:46693" + "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "4580785d3a013b5eaa2d0d24cc4a0d5b55b58714ba24a006c17552a987569cdf", + "prepared_review_unit_hash": "00252f37ffbf9a4ad226dad55ec2db47656586b0959199e56138e60ec7ac6433", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35636, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set, with one likely duplicate pair around the Qwen2.5-VL/Qwen video-input position-id regression. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader v5.3.0 video-input regression across multiple Qwen multimodal variants, while related reports like issue:45381 are narrower manifestations of the same problem.", + "summary": "This cluster is noisy and mostly heterogeneous, but there is one clear soft duplicate around Qwen video-input regressions. Most other paired issues are only loosely related by subsystem and do not look like the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45488 is the most broadly representative regression here: it describes a tokenizer behavior change affecting a family of models, and it has the strongest discussion/inbound activity among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global issue representative: it is the broadest, most central report among the candidates and cleanly subsumes the more specific Qwen2.5-VL follow-up.", + "best_issue_reason": "issue:45488 is the best single anchor for the cluster because it is a broad, user-visible regression with strong engagement and is more representative than the narrowly scoped loader/training issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs missing PyTorch import for AutoModel." + "reason": "Packaging/backend availability vs a specific Qwen2.5-VL import error; same library area, but not the same bug." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs tokenizer/version-dependent tokenization changes." + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are unrelated causes and code paths." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both are Qwen-related, but one is a device-mapping CUDA assert and the other is a video-input ValueError; not the same code path." + "reason": "PyTorch-not-found import error and a LayoutLMv3 error-message clarity issue are different problems." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Both involve video inputs, but the model families and reported failure modes differ enough that they do not clearly share one concrete bug." + "reason": "Both are tokenizer bugs, but one is Mistral regex patching and the other is XLM-Roberta/Unigram construction; not the same defect." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Unrelated backend packaging issue vs a specific model loading failure." + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different concerns: model loading on transformers>=5.1 vs repo-file revision forwarding in CI tooling." + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length handling are not the same bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; separate trainer APIs." + "reason": "Video-input regression for Qwen VL models vs a FlashAttention2 long-context performance regression; different failure modes." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input position-id regression in v5.3.0; 45381 is a narrower Qwen2.5-VL manifestation of the broader bug in 44479." + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train bug and TimesFM window_size AttributeError are separate training/runtime issues." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are video-input issues in Qwen models, but they target different model families and symptoms, so they are not clearly one fixable defect." + "reason": "KeyError loading MobileLLM and unexpected _is_hf_initialized argument during init_empty_weights are different loader failures." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different vision-model failures: unexpected zero probabilities vs a resize/interpolate positional encoding issue." + "reason": "AddedToken special-argument duplication and tokenizer-loading failure for a specific model are not the same concrete bug." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different multimodal failures in different models and pipelines." + "reason": "gguf_file/AutoTokenizer loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different underlying mechanisms." + "reason": "Qwen3MoE FP8 issue and FSDP CPU RAM efficient loading are different distributed-loading problems." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Model init-empty-weights argument handling vs AutoImageProcessor URL loading; unrelated paths." + "reason": "A Qwen3.5 hidden-states bug and a general tokenization-version complaint are not the same issue." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Accelerate/deepspeed weight conversion issue vs RoPE layer dropping; unrelated Qwen3-SmolLM bugs." + "reason": "Both concern dtype handling, but one is about Blip2 loading leaving modules at float32 and the other is about from_config leaving config.dtype stale; related, but not the same bug." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Separate tokenizer failures: AddedToken argument collision vs Mistral regex patch assuming backend_tokenizer." + "reason": "DeepSpeed weight shape error during training and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Unrelated utility TypeError on Apple Silicon vs TimesFM window_size AttributeError." + "reason": "FlashAttention2 support for XLMRoberta and missing-PyTorch import behavior are different problems." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral tokenizer patch crash; different subsystems." + "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Qwen3OmniMoe video ValueError are different code paths." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Different loading failures with no shared code path." + "reason": "Both are video-input bugs, but they affect different Qwen variants and have different observed failures; not clearly the same defect." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "RoPE-layer regression vs missing decorator for apply_rotary_pos_emb; not the same bug." + "reason": "Model loading failure on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen VL video-input regression, centered on incorrect video/position handling in the Qwen2.5-VL code path." + }, + { + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both are rotary-position related, but one concerns RoPE layer dropping and the other a still-image temporal position scaling bug." + "reason": "Backend/package installation issue vs a model-loading failure for cjvt/sleng-bert; not the same bug." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessor/model vs Janus generation pipeline failure." + "reason": "Shared 'video input' theme, but different models and symptoms; too broad to treat as one bug." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs image-processor URL loading; unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different vision-model issues." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Package version pinning issue vs auto_mappings referencing removed configs; not the same defect." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API regressions." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "XLNet CPU device placement bug vs T5 decoder-input validation message issue." + "reason": "add_special_tokens behavior for mdeberta-v3-base and the LlamaTokenizer ByteLevel/Metaspace regression are both tokenizer issues, but not the same concrete bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different model classes and code paths." + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are different multimodal problems." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Gemma4 device-map forward mismatch vs T5 validation messaging; unrelated." + "reason": "init_empty_weights argument handling and loading AutoImageProcessor from URL are unrelated loader issues." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Smollm3 RoPE layer dropping are different model-specific bugs." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Isolated repro of a prior issue vs FA2 long-context performance regression; not the same underlying bug." + "reason": "AddedToken special-argument duplication and Mistral regex patch crash are distinct tokenizer internals issues." }, { - "left": "issue:2851851851851852", + "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "No valid pair here." + "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral regex patching are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44479 vs issue:45381, is well supported by the titles and fits a broader/narrower duplicate pattern. The remaining soft-edge rejections are cautious and do not overclaim a mergeable sameness. No PR pairs are present." + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, and the one clear duplicate-like pair is the Qwen video-input regression (44479/45381). The choice of 45488 as the canonical anchor is conservative and supported by the strongest engagement in the set. I did not see any soft-edge verdicts that overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -7435,275 +7394,281 @@ "component_index": 1, "component_count": 26, "review_unit_index": 24, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", - "issue:38175", - "issue:41762", - "issue:43295", "issue:43452", "issue:43526", + "issue:43531", "issue:43540", - "issue:43643", - "issue:43653", - "issue:43688", + "issue:43577", "issue:43697", + "issue:43716", "issue:43720", - "issue:43749", + "issue:43742", + "issue:43756", "issue:43906", - "issue:44361", - "issue:44442", - "issue:44466", "issue:44488", - "issue:44493", + "issue:44568", + "issue:44589", "issue:44625", "issue:44737", - "issue:44843", + "issue:44821", "issue:44877", "issue:44898", "issue:44913", - "issue:44936", - "issue:45005", - "issue:45200", + "issue:45072", "issue:45216", + "issue:45325", "issue:45357", - "issue:45375", + "issue:45405", "issue:45479", "issue:45588", + "issue:45600", "issue:45663", "issue:45672", "issue:45674", + "issue:45823", "issue:45920", - "issue:46050", "issue:46121", + "issue:46399", "issue:46463", "issue:46468", + "issue:46491", "issue:46693", + "issue:46701", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:45823|issue:46463", + "issue:43577|issue:45072", + "issue:43906|issue:46693", "issue:45672|issue:45674", "issue:24643|issue:29870", "issue:43906|issue:46468", + "issue:43540|issue:46693", "issue:44625|issue:44877", "issue:43452|issue:44488", - "issue:43540|issue:46693", "issue:45663|issue:46846", "issue:43697|issue:46829", - "issue:28282|issue:32090", - "issue:44737|issue:45588", "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:28282|issue:32090", "issue:44913|issue:46121", "issue:45357|issue:45920", "issue:43526|issue:45479", "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:44466|issue:45005", - "issue:45200|issue:46463", - "issue:43643|issue:45375", - "issue:44493|issue:46050", - "issue:41762|issue:44936", - "issue:43688|issue:43749", - "issue:44361|issue:44442", - "issue:38175|issue:43295", - "issue:43653|issue:44361", - "issue:43452|issue:44843" + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "04ee474a1431c92299a10850d84f3c1639ab9fb8d18c5463b19b884e0d16fc70", + "prepared_review_unit_hash": "bc5065b7aac32a553c5a89edd4f46795810feeca86e410dc7fcf8f6b6460e081", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36128, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of transformer loading, config, tokenizer, and training regressions, but the paired artifacts mostly describe different concrete bugs. I would not merge any of the soft pairs.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the set: a v5 AutoTokenizer regression impacting multiple model families and likely the most central loading-related bug among these issues.", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like model loading, dtype, RoPE, quantization, or generation, but they point to different models and different code paths rather than the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best single representative because it spans several affected models and captures the main user-facing regression theme in this cluster more clearly than the narrower, model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both are 4-bit inference bugs, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion regression; different code paths and fixes." + "reason": "Both involve Qwen3.5/RoPE-adjacent behavior, but one is about dropped RoPE layers and the other is a missing kernel registration decorator; different bugs." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "DeepSpeed training weight-shape error vs Bart generate-time decoder_attention_mask unbound variable; unrelated failures." + "reason": "KeyError while loading MobileLLM is unrelated to the Float8 storage lookup failure; different loading paths and failure modes." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "One is an isolated reproduction of an older issue, the other is an official Nemotron example breakage; no clear shared bug." + "reason": "Both are Qwen-family issues, but one concerns RoPE layer selection and the other still-image temporal position scaling in Qwen2.5-VL." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config-handling bugs." + "reason": "Different models and subsystems: Mistral-3 dtype mismatch vs DiffusionGemma pipeline/output handling." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, while the other is a specific model load failure for cjvt/sleng-bert; not the same defect." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as AutoImageProcessor URL loading." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Qwen3OmniMoe video input validation vs FA2 long-context performance regression; different symptoms and layers." + "reason": "Release/version metadata issue vs stale auto_mappings config references; not the same underlying bug." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Gemma4 FSDP2 KeyError from per-layer state rebuild is unrelated to Qwen3.5 tensor-parallel plan omissions." + "reason": "Device placement bug in XLNet RoPE math is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different models and outputs: RTDetrV2 version mismatch vs VideoPrism output field misassignment." + "reason": "Tokenizer add_special_tokens regression and CodeLlama space round-trip regression are different tokenizer bugs." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Missing PyTorch import error vs Trainer/_gpu_broadcast_one NoneType error; unrelated environment and runtime failures." + "reason": "Gemma4 PLE device mismatch and T5 decoder validation are separate code paths with unrelated symptoms." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "XLNet CPU placement bug and flash-attention s_aux=None crash are different code paths." + "reason": "Both mention dtype mismatches, but they affect different models and arise from different loading/inference logic." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "T5 decoder-input validation messaging vs Gemma4 4-bit audio/vision dtype cast bug; not the same issue." + "reason": "An isolated reproduction of an older issue is not the same as a performance regression in long-context FA2 generation." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "GPTNeoX config reload defaulting rotary_pct and rope validation on JSON-loaded lists are distinct config/validation problems." + "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 embedders and the other is BitsAndBytes skip-module exclusion logic." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key serialization bug is separate from the broad AutoTokenizer wrong-token-IDs regression." + "reason": "DeepSpeed weight-shape training error and Bart generate() unbound decoder_attention_mask are unrelated failures." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to the zero-loss classification issue." + "reason": "A reproduction of a prior issue is not the same as a broken official Nemotron example." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 checkpoint saving regression are different models and bugs." + "reason": "Video input validation in Qwen3OmniMoe is unrelated to FA2 long-context generation performance." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver non-default-resolution image classification." + "reason": "num_labels propagation in Qwen3.5 is a different bug from strict config rejection of granite_speech." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both concern tied weights, but one is inconsistent save_pretrained serialization and the other is translation-model tied-weight issues; not enough to treat as the same concrete bug." + "reason": "Both are loading-related, but one is gguf_file handling and the other is a specific BERT checkpoint load failure." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder input validation are different model-specific problems." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 tensor-parallel plan omissions are different distributed-training bugs." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and Qwen3_5MoeVisionConfig strict field dropping are both config-related, but they affect different mechanisms and fixes." + "reason": "RTDetrV2 output changes and VideoPrism hidden_states mapping are different model-output regressions." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Unexpected position-id keys on many models vs sinq quantization save/load breakage; unrelated regressions." + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after trainer.train are different trainer/runtime problems." + "reason": "XLNet CPU tensor creation and flash_attention s_aux=None crash are separate implementation bugs." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Auxiliary loss normalization in MoE models is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + "reason": "PyTorch-not-found import error and unsupported NoneType broadcast in Trainer are different runtime errors." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different tokenizer classes and failures: MLuke tokenizer AttributeError vs FastSpeech2ConformerTokenizer load failure." + "reason": "RoPE parameter persistence on reload is not the same as type handling for JSON-loaded ignore_keys_at_rope_validation." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression in v4.57.5 are not the same code-path bug." + "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer wrong token IDs across many models are distinct regression classes." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "BigBird mask token registration/decoding bug is distinct from MLukeTokenizer task AttributeError." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the zero-loss sequence-classification problem." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "gguf_file loading failure and unconditional model_info() call in mistral regex are separate tokenizer-loading regressions." + "reason": "Packed-weight loading in BitNet and Perceiver interpolation at non-default resolution are unrelated issues." } ] }, @@ -7719,24 +7684,24 @@ "component_index": 1, "component_count": 26, "review_unit_index": 25, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:29159", "issue:33357", - "issue:33666", - "issue:36010", + "issue:38175", + "issue:41762", "issue:42898", "issue:43295", "issue:43452", "issue:43525", "issue:43531", - "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -7745,241 +7710,256 @@ "issue:43756", "issue:43761", "issue:43819", - "issue:43927", "issue:43994", - "issue:44464", - "issue:44479", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", "issue:44568", - "issue:44625", - "issue:44743", "issue:44811", - "issue:44821", "issue:44843", "issue:44857", "issue:44898", - "issue:44991", + "issue:44936", + "issue:45005", + "issue:45200", "issue:45356", "issue:45372", + "issue:45375", "issue:45542", "issue:45701", "issue:45704", + "issue:46050", "issue:46170", "issue:46178", "issue:46402", + "issue:46463", "issue:46491", "issue:46701", - "issue:46821", "issue:46829", "issue:46832", "issue:46932", - "issue:47000", - "issue:47013" + "issue:47000" ], "soft_pairs": [ + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843", "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:43761|issue:46829", "issue:45372|issue:46170", "issue:44857|issue:47000", - "issue:43531|issue:43742", - "issue:46832|issue:46932", "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43531|issue:43742", + "issue:43295|issue:45356", "issue:45542|issue:46178", "issue:29159|issue:33357", - "issue:43295|issue:45356", - "issue:43688|issue:45704", "issue:43653|issue:44568", + "issue:43688|issue:45704", "issue:43688|issue:45701", "issue:43646|issue:43749", - "issue:43452|issue:43577", "issue:43756|issue:46402", - "issue:44464|issue:44743", - "issue:42898|issue:46491", - "issue:44843|issue:44991", - "issue:43653|issue:43927", - "issue:43761|issue:47013", - "issue:44479|issue:44625", - "issue:33666|issue:36010", - "issue:44821|issue:46821" + "issue:42898|issue:46491" ], - "prepared_review_unit_hash": "c130ddc938361619bf0d881d38d97bf2650144d0eb44a8ca0a9c51edb5c25b1b", + "prepared_review_unit_hash": "d08d21873ead074bdb2c697ee0129d6ef876146e63d16ee2060a0afae6b70f7b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34831, - "estimated_input_tokens": 8708, - "estimated_eval_tokens": 17672 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous issue reports; the high-similarity pairs still look like separate bugs rather than true duplicates. No PRs are present. I\u2019d use a concrete tokenizer-loading regression as the closest issue anchor, but there is no strong single canonical duplicate for the whole group.", - "confidence": 0.57, - "canonical_issue_reason": "issue:44843 is the most concrete and actionable tokenizer-related regression in the set, with a specific failing path (_patch_mistral_regex / HF offline mode) that makes it a better triage anchor than the more generic or model-specific reports.", + "summary": "This cluster is heterogeneous: a few issues are clearly tokenizer/version-regression related, but many others are unrelated model-loading, training, backend, or vision bugs. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "If forced to pick one canonical issue, 45701 is the broadest tokenizer-behavior regression and the best anchor for the tokenizer-related subset. That said, the cluster is too mixed for it to serve as a true umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best overall issue candidate because it is specific, reproducible, and clearly scoped; the rest of the set is either broader, more model-specific, or unrelated.", + "best_issue_reason": "45701 is the most representative single issue for the cluster\u2019s version-driven tokenization regressions, but it only captures part of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Unrelated failures: DAC latents mismatch vs Whisper batch_decode special-token handling." + "reason": "Both mention tied weights, but one is serialization of lm_head.weight and the other is translation-model weight tying behavior in v5; different failures." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Different models and bugs: SigLIP2 pipeline output issues vs Perceiver resize/interpolation failure." + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation are different model/path bugs." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Both mention hidden_states, but they are different model paths and different output-field bugs." + "reason": "Missing fields from trust_remote_code loading and strict-dropping a config field are related only at a high level; different code paths and symptoms." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "ImportError for Gemma processor loading is unrelated to Windows/ROCm torch.distributed dependency issues." + "reason": "ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated runtime issues." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both are detection losses, but one is AMP/CUDA crashing and the other is an infeasible assignment/cost-matrix error." + "reason": "Position-id key mismatch and quantized save/load breakage are different serialization/load bugs." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM config loading are different code paths." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated subsystems." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "RT-DETR feature-level forward error is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both are tokenizer-related, but one is an AttributeError on tasks and the other is an AutoTokenizer loading failure for a different tokenizer." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Pad-token-id config error and DiffusionGemma pipeline failure are different model/config problems." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different model-path failures." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both concern backend detection, but one is tensorboard/TensorFlow mismatch and the other is tensorflow_text backend mapping." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are distinct tokenizer bugs." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Tokenizer behavior inconsistency is unrelated to the MacOS bus error on a CLIP model." + "reason": "gguf_file loading breakage and unconditional model_info() offline failure both hit AutoTokenizer, but they are different root causes." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different regressions: processor.tokenizer/image passing breakage vs Kimi-K2.5 codec and warning handling." + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model/processor issues." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Aux-loss normalization and T5/apex memory leak are unrelated bugs." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is BOS/EOS insertion for mdeberta." + "reason": "Both involve output fields, but CLIPVisionModel hidden_states regression and VideoPrism hidden_states mismatch are different code paths." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Auxiliary-loss normalization is not the same as a generic tokenization-version change report." + "reason": "Gemma4 processor import failure and Windows/ROCm torch.distributed dependency error are unrelated environment/import issues." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Custom model initialization breakage is different from FSDP CPU RAM efficient loading." + "reason": "LwDetr loss AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "gguf_file loading failures and Blip2 dtype mismatch are separate from_pretrained issues." + "reason": "Llama4Config pad_token_id missing and DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Different model internals: Smollm3 RoPE layer issue vs Sam3 text encoder weight loading." + "reason": "RTDetr forward feature-level mismatch and Gemma4 quantized embedder dtype casting are different subsystems." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Qwen3.5 recurrent-state reset." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error do not share a concrete bug." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Generic v5 tokenization-space behavior change and CodeLlama leading-space round-trip regression are related only broadly, not the same defect." + "reason": "Both are version regressions, but processor.tokenizer/image handling and Kimi tokenizer codec handling are different concrete problems." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/dependency detection, but tensorboard-only TF backend handling and tensorflow_text backend mapping are separate issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline model_info behavior and the other is a model-specific tokenizer load failure." + "reason": "Inconsistent slow/fast tokenizer behavior and a MacOS bus error in CLIP are clearly unrelated." }, { "left": "issue:43653", - "right": "issue:43927", + "right": "issue:44568", "accept": false, - "reason": "Special-token registration and DiaConfig save/load token-id loss are different failures." + "reason": "Both are tokenizer special-token regressions, but they affect different models and different tokenization behaviors." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Hidden-states output regression and xLSTM return_last_states unpacking error are distinct model behaviors." + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Video-input regression in Qwen VL models is separate from Qwen3.5 num_labels propagation." + "reason": "Auxiliary-loss normalization and global tokenization version changes are not the same bug." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are different failure classes." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different subsystems." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are distinct model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but clean_up_tokenization_spaces changes and CodeLlama leading-space loss are different underlying bugs." } ] }, @@ -7995,38 +7975,38 @@ "component_index": 1, "component_count": 26, "review_unit_index": 26, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:32090", "issue:33666", + "issue:36010", "issue:36331", "issue:41720", "issue:43262", "issue:43278", "issue:43295", - "issue:43493", + "issue:43452", "issue:43504", - "issue:43525", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43611", "issue:43643", + "issue:43653", "issue:43688", "issue:43720", + "issue:43761", "issue:43782", - "issue:43825", "issue:43927", - "issue:44361", "issue:44464", "issue:44466", + "issue:44479", "issue:44484", "issue:44514", "issue:44554", @@ -8035,262 +8015,262 @@ "issue:44625", "issue:44704", "issue:44734", - "issue:44964", + "issue:44743", + "issue:44821", + "issue:44843", "issue:44977", + "issue:44991", "issue:45290", - "issue:45405", "issue:45440", "issue:45491", - "issue:45584", - "issue:45823", "issue:46002", "issue:46050", - "issue:46209", - "issue:46365", "issue:46612", "issue:46693", - "issue:46846" + "issue:46821", + "issue:46846", + "issue:47013" ], "soft_pairs": [ + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:44479|issue:44625", "issue:45491|issue:46002", + "issue:44821|issue:46821", + "issue:33666|issue:36010", "issue:44484|issue:44704", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:43688|issue:45440", - "issue:41720|issue:44464", - "issue:44977|issue:46693", "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:43278|issue:43688", "issue:43504|issue:43720", + "issue:43278|issue:43688", "issue:33666|issue:36331", "issue:43782|issue:46693", - "issue:43262|issue:43295", - "issue:43577|issue:44554", "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43262|issue:43295", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43504|issue:44610", "issue:44514|issue:45290", - "issue:43643|issue:44561", - "issue:44964|issue:45405", - "issue:43493|issue:43825", - "issue:43720|issue:44361", - "issue:43525|issue:43572", - "issue:44625|issue:45584", - "issue:44554|issue:46365", - "issue:44977|issue:46209", - "issue:45823|issue:46050" + "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "46ed4ff3467336d3cb9fdc4c37e3d8723404ada07f7c62f394a515444efd96bc", + "prepared_review_unit_hash": "dd76c128125f5b46cef57544c94d6f94476fdda50aca550c0ad7409be13c0590", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36261, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a single duplicate cluster. The apparent matches are mostly broad topical similarities (training, loading, chat templates, generation, dtype/device issues) rather than the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, and none of the soft pairs look like true same-bug duplicates.", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports across training, generation, loading, processors, and model-specific regressions. None of the suggested soft pairs look like the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and do not collapse into one duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative for this group, since the similarity edges are only superficial/theme-level matches.", + "best_issue_reason": "issue:46693 is the strongest standalone report in the set: it is detailed, active, has inbound references, and describes a broad regression with clear impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading-related, but one is about gguf_file breaking tokenizer/model loading and the other is a BLIP2 dtype propagation bug; different model families and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a chunked-generation inconsistency with compiled forward and the other is recurrent states resetting in modular_qwen3_5; distinct mechanisms." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is an offline model_info call in _patch_mistral_regex and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are shape/return-value bugs, but CLIPVision hidden_states=None and xLSTM unpacking a bare tensor are unrelated model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is a BigBird tokenizer special-token registration bug; the other is DiaConfig losing custom token IDs after save/load. Same general area, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a video-input regression across several variants and the other is num_labels propagation to text config; not the same fix." + }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding GPU embedding bug and the other is a generic classification-head init/checkpoint NaN issue." + "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue in Gemma3 and the other is NaNs in classification heads on checkout/init; different causes and scope." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated API failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and an ImportError for GenerationMixin are completely different issues." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "One is about save_pretrained sharding size, the other about AutoProcessor not forwarding kwargs to cached_file; different code paths entirely." + "reason": "save_pretrained shard-size behavior and AutoProcessor not forwarding kwargs to cached_file are unrelated utility problems." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast TypeError is a low-level training crash, while Qwen2-VL multi-GPU training is a broader model/training setup issue." + "reason": "Trainer GPU broadcast TypeError and Qwen2-VL multi-GPU training are different failures despite both involving distributed training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is sinq quantization state restoration; not the same bug." + "reason": "Both are serialization/loading bugs, but one is lm_head.weight serialization depending on device and the other is sinq quantization restore failure." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization and DeepSeekV3 MoE divergence are different correctness problems in different implementations." + "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepSeekV3MoE divergence from remote implementation are not the same bug." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is unrelated to chunked generation inconsistencies with compiled forward." + "reason": "Both involve generation caches, but KV-cache continuation tensor indexing and skipped beam-search cache reorder are distinct code paths." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attn generation failure is a correctness bug, while FA2 long-context regression is a performance issue; different failures." + "reason": "One is a Qwen3.5 correctness regression with flash-attention; the other is a broad performance regression with FA2 and long-context generation." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Wrong tensor indexing in serve KV-cache continuation is unrelated to beam-search cache reorder being skipped for specific architectures." + "reason": "Qwen3 auto device mapping on A800 and chunked generation with compiled forward are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency is not the same as a Qwen3.5 flash-attention generation bug." + "reason": "Chunked-generation inconsistency under compilation and a flash-attention regression in Qwen3.5 are different problems." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "A legacy-field model loading bug for BEiT segmentation is unrelated to Bamba torch.compile + SDPA failures." + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure have different roots and model paths." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in MoE models." + "reason": "BEiT pretrained preset loading and BitNet packed-weight unpacking during accelerate loading are separate load-time bugs." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Legacy preset loading for BEiT and packed-weight handling for BitNet are different model-loading issues." + "reason": "Embedding dtype drift between train/eval and auxiliary-loss normalization are unrelated numerical issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and the unexpected num_items_in_batch argument in CustomTrainer are distinct trainer/API problems." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss() signature breakage are different trainer-level problems." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load failure is not the same as a FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." + "reason": "base_model_prefix loading breakage in Transformers 5.0 and Qwen3.5 TP-plan omissions are different compatibility issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype staying float32 after load is unrelated to an MPS attention correctness issue." + "reason": "BLIP2 dtype propagation and the MPS attention correctness issue are unrelated model/backend bugs." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Base-model-prefix loading breakage and missing Qwen3.5 tp-plan entries are separate v5 regressions." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-input regression affect different processor APIs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight accelerate loading failure is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "BitNet packed-weight loading and DiaConfig custom token-ID loss are unrelated save/load bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different bug from DiaConfig token-ID loss." + "reason": "CPU offload device mismatch in Bark and DiaConfig token-ID persistence are different issues." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT legacy field loading and OmDet-Turbo processor/model image-size mismatch are unrelated." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model input-size mismatch are separate vision-model issues." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input and the other on assistant tool-call messages without content; different triggers." + "reason": "Both are apply_chat_template crashes, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same bug." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields with trust_remote_code AutoConfig and removal of is_torch_fx_available are separate trust_remote_code regressions." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version bump." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as an incorrect pipeline error message about translation tasks." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated bugs." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are missing pad-token-related config fields, but they affect different model configs and different attributes." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated generation/config bugs." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness and Trainer import failure caused by datasets are not the same issue." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failure on B200." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 device_map auto device mismatch and sinq quantized save/load breakage are different model execution problems." + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." } ] }, @@ -8306,303 +8286,303 @@ "component_index": 1, "component_count": 26, "review_unit_index": 27, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:39692", "issue:42796", - "issue:43257", "issue:43278", "issue:43295", - "issue:43299", - "issue:43334", "issue:43452", "issue:43493", "issue:43504", + "issue:43525", "issue:43572", "issue:43575", "issue:43606", "issue:43646", "issue:43701", + "issue:43720", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", "issue:43994", - "issue:44112", - "issue:44291", "issue:44361", "issue:44451", "issue:44466", "issue:44488", - "issue:44493", + "issue:44554", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", "issue:44849", + "issue:44964", "issue:44977", - "issue:45245", "issue:45357", "issue:45405", - "issue:45520", - "issue:45759", + "issue:45584", "issue:45812", + "issue:45823", + "issue:46050", "issue:46192", "issue:46209", - "issue:46285", + "issue:46365", "issue:46489", "issue:46710", "issue:46821", "issue:46832" ], "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:43452|issue:44451", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:39692|issue:43295", "issue:43493|issue:43844", + "issue:39692|issue:43295", "issue:43278|issue:43844", - "issue:43646|issue:44466", "issue:46209|issue:46710", "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:44849|issue:46209", "issue:43278|issue:43701", "issue:33357|issue:33666", - "issue:44849|issue:46209", "issue:44568|issue:45812", "issue:44792|issue:45405", - "issue:43575|issue:45405", "issue:43927|issue:44361", "issue:44488|issue:44843", "issue:43824|issue:44589", + "issue:43575|issue:45405", "issue:44849|issue:45357", - "issue:46821|issue:46832", "issue:43504|issue:43606", - "issue:45245|issue:46710", - "issue:43334|issue:45759", - "issue:44493|issue:46285", - "issue:43572|issue:44291", - "issue:43334|issue:43572", - "issue:44589|issue:45520", - "issue:43257|issue:43299", - "issue:43606|issue:44112" + "issue:46821|issue:46832" ], - "prepared_review_unit_hash": "06942ca772c90636d85bc1cf24b254fecebba4b654388d1d40fe42d7d33d6324", + "prepared_review_unit_hash": "a352fd7edf6a7322811dea86c1af912330423ea20add23e947e7ac9496fd1e49", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36831, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues rather than one duplicate cluster. The closest theme is tokenizer/model-loading regressions, but none of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45812 is the broadest, most impactful concrete bug in the set: a silent tokenizer regression affecting all Granite models, with multiple inbound references and a clear code-path tie to tokenization behavior.", + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, config mismatches, runtime/device issues, and documentation/test problems. None of the soft edges look like the same underlying bug, so I reject them all.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, issue 45812 is the broadest tokenizer regression (silent v4\u2192v5 token-ID corruption across Granite models), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative of the overall set because it describes a concrete, repo-wide tokenizer regression with visible user impact; the rest are either narrower model-specific failures or unrelated issues.", + "best_issue_reason": "Issue 45812 is the best single issue candidate because it captures a broad, concrete tokenizer regression with cross-model impact; the rest of the cluster does not converge on the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer spacing bug vs. a MacOS bus error in a CLIP model; unrelated failure modes and code paths." + "reason": "Phi-4 multimodal load failure vs an unreleased PEFT-version dependency issue; unrelated." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer behavior and the other is a specific pretrained BERT load failure; no clear same bug." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation warning; different bugs." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 output corruption and a return_tensors/text_kwargs API regression are different problems." + "reason": "Different AttributeErrors in different models/code paths; not the same defect." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated issues." + "reason": "Both mention missing pad token fields, but the configs and missing attributes differ (pad_token_id vs pad_token_idx); not one bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Documentation example mistakes do not match a regression in processor.tokenizer/image handling for custom code." + "reason": "num_labels propagation bug vs Whisper empty-transcription generation failure; unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a ZeRO-3 gradient increase issue are different code paths." + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets; unrelated." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Embedding dtype drift and gradient explosion under ZeRO-3 are not the same bug." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; distinct runtime problems." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization tied to device placement." + "reason": "Gemma4 device_map mismatch vs quantized-model save/load breakage; different code paths." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression are unrelated." + "reason": "Tokenizer extra-space regression vs Mac bus error on CLIP; unrelated." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenization logic." + "reason": "gguf_file loading issue vs ScandiBERT load failure; different defects." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Training/evaluate dtype mismatch is unrelated to resume_from_checkpoint key mapping." + "reason": "SigLIP2 nonsensical outputs vs return_tensors being ignored when text_kwargs is passed; unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "A platform-specific bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "Tokenizer BPE-marker handling bug vs Qwen3.5 flash-attention generation issue; unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 hidden-state handling and FP8/B200 inference are different failures." + "reason": "SigLIP2 JAX-vs-HF discrepancy vs gradient explosion under ZeRO-3; unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different model families and different tokenization behaviors; not the same underlying change." + "reason": "Documentation example errors vs processor/tokenizer regression; not the same bug." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "A janus test failure and a dependency version bump issue are unrelated." + "reason": "Embedding dtype change bug vs gradient anomaly during ZeRO-3 training; unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Tensor-parallel OOM on a specific model is unrelated to the PEFT minimum-version bump." + "reason": "FP8 inference failure on B200 vs accuracy regression after upgrade; different symptoms and likely different causes." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "DiaConfig token-ID persistence and MLukeTokenizer attribute errors are different model-specific issues." + "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization behaviors; too broad to merge." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Model load failures for two different root causes: pretrained artifact incompatibility vs. offline model_info call in tokenizer patching." + "reason": "Custom model initialization breakage vs inconsistent lm_head serialization; unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated import/runtime issues." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different bugs." + "reason": "Embedding dtype issue vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are separate model-specific errors." + "reason": "Mac bus error in CLIP vs a multi-GPU training question; unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Legacy field loading in Beit segmentation is unrelated to a device-mismatch failure with CPU offload." + "reason": "Both are tokenizer regressions, but one is model-specific BOS/EOS handling while the other is a broad Granite token-ID corruption; not the same concrete bug." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Category-count runtime limit and DeepSeek accuracy regression do not share a concrete code path." + "reason": "janus image-generation test failure vs unreleased PEFT-version bump; unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is text_config unwrapping; too different to merge." + "reason": "DiaConfig save/load token-ID loss vs MLukeTokenizer task AttributeError; unrelated." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure changes are unrelated." + "reason": "Model load failure for cjvt/sleng-bert vs offline-mode break in _patch_mistral_regex; different tokenizer/load paths." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "A missing config field and an init_empty_weights argument mismatch are both v5 compatibility issues, but not the same bug." + "reason": "Qwen2_5_VL import error vs Float8 storage lookup failure; unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Similar symptom class, but different models and different missing fields; not one underlying issue." + "reason": "Tensor-parallel OOM vs unreleased PEFT-version bump; unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup and flash_attn import-utils KeyError are unrelated environment/runtime issues." + "reason": "Hidden-states bug vs incorrect visual-encoder keys on save_pretrained; unrelated." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Both mention Qwen3 MoE models, but one is about weight conversion with accelerate+deepspeed and the other about model loading in dev; different failures." + "reason": "BEiT legacy-field load failure vs CPU offload device mismatch; unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "A real device-mismatch bug in bark-small and a stale CI test in GraniteSpeech are not the same issue." + "reason": "TimesFM window_size AttributeError vs RT-DETR backbone/feature-level mismatch; unrelated." } ] }, @@ -8618,13 +8598,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 28, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:15354", "issue:28218", @@ -8634,37 +8614,38 @@ "issue:32090", "issue:34567", "issue:38175", - "issue:41720", "issue:42490", "issue:43065", - "issue:43493", + "issue:43257", + "issue:43299", + "issue:43334", "issue:43504", + "issue:43572", + "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43994", - "issue:44423", + "issue:44112", + "issue:44291", "issue:44464", "issue:44493", - "issue:44554", - "issue:44734", + "issue:44589", "issue:44869", "issue:44964", - "issue:44977", "issue:45072", "issue:45084", "issue:45200", "issue:45229", - "issue:45406", - "issue:45446", + "issue:45245", "issue:45520", "issue:45588", + "issue:45759", "issue:45823", "issue:46050", - "issue:46121", + "issue:46285", "issue:46369", "issue:46399", "issue:46424", @@ -8675,217 +8656,224 @@ "issue:46846" ], "soft_pairs": [ + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43257|issue:43299", "issue:46399|issue:46846", - "issue:45072|issue:46832", + "issue:43606|issue:44112", "issue:43504|issue:43653", + "issue:45072|issue:46832", "issue:44464|issue:46424", "issue:43873|issue:46050", "issue:43844|issue:44964", "issue:43994|issue:44493", "issue:43937|issue:46701", - "issue:45200|issue:45229", - "issue:45229|issue:45823", "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45200|issue:45229", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:29942|issue:30333", "issue:42490|issue:43696", - "issue:28218|issue:34567", "issue:45084|issue:45520", - "issue:15354|issue:38175", + "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:44554|issue:45446", - "issue:43493|issue:43701", - "issue:44977|issue:46701", - "issue:44423|issue:44734", - "issue:41720|issue:46710", - "issue:45406|issue:46121", - "issue:44977|issue:46710" + "issue:15354|issue:38175" ], - "prepared_review_unit_hash": "95dcf3e40e7c0bc29d3c187e42816ef8b9b99f8944c1c190d2f6a7f3bbefe149", + "prepared_review_unit_hash": "b65b1c26e66c9ac14f3d103b925dafc647c5c192ec5c8a2d1f8e1d99dd6220c4", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34943, - "estimated_input_tokens": 8736, - "estimated_eval_tokens": 17728 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, training, serving, quantization, and model-specific bugs. None of the soft-linked pairs look like the same underlying defect, so no soft edge should be merged.", + "summary": "The cluster is mostly a loose set of unrelated Transformers issues that only share broad topical words like model loading, quantization, or generation. I would not merge any of the soft pairs; they do not look like the same underlying bug/change.", "confidence": 0.92, - "canonical_issue_reason": "Issue 43873 is the best anchor only because it is the broadest and most active item in the set (many discussions/references), but it is not a true duplicate representative of the others.", + "canonical_issue_reason": "issue:43873 is the broadest and most active issue here, with the highest inbound attention and a general offloading/quantization scope that makes it the best representative of this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the most generally scoped and externally referenced issue here, so it is the most plausible cluster representative for triage, even though the cluster itself does not form a coherent duplicate set.", + "best_issue_reason": "issue:43873 is the strongest overall representative: it is open, discussion-heavy, and covers a user-impacting subsystem rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: a category-cardinality runtime error vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a missing config attribute and the other is an AutoModel unwrapping bug; not the same concrete code path." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated compatibility failures: missing StableLm config field vs an unexpected init_empty_weights argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is a generic unexpected-position-id issue; the other is a CLIP class structure regression. Different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config/load regressions, but they affect different models and different missing fields." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different subsystems: storage deserialization for float8 vs flash_attn import handling on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE, but one is accelerate/deepspeed conversion and the other is a dev-version loading regression for Qwen3VL; not the same bug." + }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Different bugs: Qwen3.5 rotary-pos-emb registration crash vs missing TP-plan entries causing Qwen3.5 OOM/shape errors." + "reason": "Different failures: kernel registration/decorator error vs tensor-parallel plan missing linear_attn entries." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Different models and code paths: bfloat16 dtype mismatch vs RT-DETR forward failing on feature-level/backbone output mismatch." + "reason": "CPU offload device mismatch and a stale CI test in GraniteSpeech are not the same issue." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components: BEiT pretrained load failure from a legacy field vs BigBirdTokenizer special-token/decode behavior." + "reason": "Different model/tokenizer bugs: legacy field handling for BEiT vs BigBird special-token registration." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different runtime mismatches in different models: dtype issues in inference vs feature-level count mismatch in RT-DETR." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to cache max length being honored only for quantized cache." + "reason": "One is inconsistent generation under compiled forward; the other is cache-length config being ignored outside quantized cache." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization, but one is offloading behavior and the other is save/load corruption after sinq quantization." + "reason": "Quantization/offloading behavior vs save/load breakage after sinq quantization are related only broadly, not the same concrete failure." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated failures: ZeRO-3 gradient growth during training vs loading a Phi-4 multimodal model." + "reason": "Training instability under ZeRO-3 and a Phi-4 multimodal loading error are unrelated." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and scopes: SigLIP2 output quality regression vs generic unexpected position-id key errors across models." + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs unexpected state-dict key with position id." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation failure is unrelated to a DiffusionGemma pipeline integration failure." + "reason": "A GenerationConfig validation error is not the same as an image-text-to-text pipeline output/type issue." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Same model family, but different bugs: missing default mm_token_type_ids vs multi-GPU CUDA OOM." + "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is OOM and the other is a device-placement mismatch; not the same defect." + "reason": "Same model family, but one is CUDA OOM in multi-GPU inference and the other is a device-map mismatch during forward." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Whisper timestamp decode crash and empty-chat-template IndexError are unrelated tokenizer/decoder edge cases." + "reason": "Different Gemma4 issues: missing mm_token_type_ids defaults vs inference OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention s_aux=None crash is a runtime integration bug, while sinq save/load is a serialization bug." + "reason": "Flash-attention s_aux handling and sinq save/load regression are distinct bugs." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast rejecting NoneType." + "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLFlow not closing failed runs are different subsystems and failure modes." + "reason": "Flash Attention 2 CI failures and MLflow job reporting on failure are different subsystems." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Path-with-slash import warning is unrelated to GPT-oss-20b CUDA out-of-memory." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + "reason": "A path-trailing-slash import warning does not match a GPT-oss CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-time non-template-node error is unrelated to a Python 3.13 flash_attn import KeyError." + "reason": "Compilation of non-template nodes and flash_attn import key lookup are unrelated." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero-probabilities are completely different bugs." + "reason": "Tokenizer spacing after added token vs TrainerState input-token counting are different behaviors." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model area, but dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness bug is unrelated to the PyTorch version check in flex_attention import logic." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and paths." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both affect transformers serve, but continuous-batching multimodal crash and KV-cache continuation indexing are distinct bugs." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Qwen3 device-map CUDA assert is unrelated to the DeepSeek-R1 accuracy regression." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON type handling are unrelated issues." + "reason": "Same Sam3 area, but a dummy Conv2d in PixelDecoder is not the same concrete bug as a memory overflow when calling sam3-litetext." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the DeepSeek-R1 accuracy regression." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." } ] }, @@ -8901,24 +8889,21 @@ "component_index": 1, "component_count": 26, "review_unit_index": 29, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:28218", "issue:29870", "issue:29942", - "issue:35141", "issue:37428", "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8926,40 +8911,50 @@ "issue:43550", "issue:43572", "issue:43575", + "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", - "issue:43975", "issue:44186", - "issue:44466", + "issue:44423", "issue:44521", "issue:44554", "issue:44610", - "issue:44737", + "issue:44734", "issue:44849", + "issue:44977", "issue:44987", "issue:45072", - "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", + "issue:45406", + "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", "issue:46209", - "issue:46821", - "issue:46894" + "issue:46701", + "issue:46710", + "issue:46821" ], "soft_pairs": [ - "issue:43295|issue:43450", + "issue:44554|issue:45446", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44977|issue:46710", + "issue:45406|issue:46121", "issue:37428|issue:43957", + "issue:43295|issue:43450", "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:43540|issue:45200", @@ -8968,235 +8963,235 @@ "issue:43572|issue:46821", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:43450|issue:43575", "issue:43550|issue:43844", "issue:45200|issue:45823", + "issue:43450|issue:43575", "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43572|issue:44987", "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:43232|issue:44849", + "issue:39692|issue:46192", + "issue:42490|issue:43493", "issue:44554|issue:45356", - "issue:43295|issue:43493", "issue:44521|issue:45290", - "issue:45381|issue:46209", - "issue:28218|issue:35141", - "issue:44466|issue:45127", - "issue:44737|issue:46894", - "issue:43278|issue:43856", - "issue:42915|issue:43824", - "issue:43824|issue:43975" + "issue:43295|issue:43493", + "issue:45381|issue:46209" ], - "prepared_review_unit_hash": "b8d24632b32330dca7bb881548ccffb2a20577f77827ea4f528bee0da699f4fc", + "prepared_review_unit_hash": "d78d05d141478973dc8484f15095ea1aa6497c2fa59199f4d5463b32a89c9ac4", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36332, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "soft_pair_count": 31, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a mixed bag of unrelated transformer bugs; none of the soft pairs look like true duplicates, so no canonical duplicate issue emerges. The most broadly useful single issue to keep as a representative report is the active quantization/offloading bug, but it is not a duplicate anchor for the others.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These soft links are mostly broad text-similarity matches across unrelated bugs. I would not merge any of the candidate pairs; they span different models, APIs, and failure modes.", + "confidence": 0.72, + "canonical_issue_reason": "No single duplicate stands out; if one issue must anchor the cluster, 44521 is the broadest open, well-referenced multimodal chat-template regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most substantial and currently active report, with multiple inbound references and discussion, but it is not a duplicate of the other items.", + "best_issue_reason": "44521 is the best issue to keep as the cluster anchor because it is open, actively discussed, and a reusable API regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different bugs: MPS attention/value-head shape issue vs a flex_attention import version check." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems/models: Qwen3.5 flash-attn generation vs DiffusionGemma pipeline output." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but one is a `str.to()` multimodal batching bug and the other is KV-cache indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is a device-mapping assert on Qwen3; the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation mismatch vs checkpoint-resume key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Both involve multimodal processor/tokenizer behavior, but one is about processor.tokenizer regression and the other about batched video-shape output; different code paths." + "reason": "Different Qwen3.5 generation regression vs DeepSeek accuracy drift." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to rope-validation list handling." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "One is a missing flash-attention utility import, the other is a model-loading/meta-device regression; unrelated failures." + "reason": "Flash-attention import error and `torch.device(\"meta\")` loading failure are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs video batch-shape bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 inference dtype mismatches and Wav2Vec2 save/tokenization failure are separate bugs with no shared underlying change." + "reason": "Different models and failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and composite Qwen config unwrapping are different integration issues." + "reason": "Flash-attention sink-less model crash vs Qwen config unwrapping issue." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct model-specific bugs." + "reason": "Video-input processing failure vs Gemma4 text-only `mm_token_type_ids` default." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression versus quantization offloading behavior; different subsystems and symptoms." + "reason": "Processor.tokenizer regression vs quantization offloading behavior." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is provided." + "reason": "NER/batched padding tokenizer crash vs `return_tensors` argument handling." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config/API issues." + "reason": "StableLm config missing `pad_token_idx` vs TimesFM `window_size` attribute error." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map PLE mismatch and return_tensors handling are different bugs." + "reason": "Gemma4 device mismatch vs `return_tensors` being ignored." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Tokenizer/processor regression and OmDet-Turbo resolution mismatch are unrelated multimodal issues." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shape bug and Qwen2 OOM with tensor parallelism do not share a concrete cause." + "reason": "Processor/tokenizer regression vs video input sizing bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are separate training/runtime problems." + "reason": "Bamba torch.compile/SDPA failure vs DeepSpeed ZeRO-3 gradient issue." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "One is missing default mm_token_type_ids, the other is a device placement mismatch during forward." + "reason": "Gemma4 text-only fine-tuning default issue vs device-mapping forward mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug vs Qwen2 large-model OOM." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are not the same issue." + "reason": "Bart generate mask bug and Flash Attention 2 test failures are not the same defect." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import-key error and tensorflow_text backend mapping error are unrelated import/path bugs." + "reason": "Two different import-utils backend errors (`flash_attn` vs `tensorflow_text`)." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are version-related regressions, but StableLmConfig padding and loading physical-intelligence/fast are different failures." + "reason": "StableLm config issue vs failure loading a specific model under 5.1." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different symbols and models; no shared underlying bug." + "reason": "Different missing symbols from `transformers` modules." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Local-path trailing-slash warning and SigLIP2 implementation discrepancy are not the same behavior." + "reason": "Generic generation sync_gpus bug vs Qwen3.5 hidden-states regression." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation errors and return_tensors handling are unrelated." + "reason": "SigLIP2 docs/example problems vs `return_tensors` kwarg handling." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." + "reason": "Local-path warning issue is unrelated to SigLIP2 math discrepancy." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Custom model processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different bugs." + "reason": "MPS attention correctness bug vs Kimi tokenizer codec regression." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks in multimodal templates and tool-call/no-content crashes are separate chat-template issues." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated model/runtime problems." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer added-space detokenization and output embedding reinit after resize are not the same underlying bug." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only at a high level, not the same code-path failure." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "CPU arange on XLNet relative positions and CohereASR training-loss double-shift are different bugs." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." + "reason": "Both touch `apply_chat_template`, but one is wrong assistant masks and the other is a tool-call crash." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/config issues." + "reason": "SigLIP2 discrepancy vs processor kwarg handling are unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Both mention Qwen/deepseek model support, but one is an import failure and the other is tokenizer detokenization regression." + "reason": "Qwen2.5-VL video position bug vs FP8/B200 inference failure." } ] }, @@ -9212,24 +9207,23 @@ "component_index": 1, "component_count": 26, "review_unit_index": 30, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:28282", - "issue:33357", - "issue:37428", - "issue:38175", + "issue:28218", + "issue:35141", "issue:41720", + "issue:42915", "issue:43262", + "issue:43278", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -9238,38 +9232,45 @@ "issue:43606", "issue:43653", "issue:43819", + "issue:43824", "issue:43827", + "issue:43856", "issue:43901", "issue:43950", + "issue:43975", "issue:44112", - "issue:44206", "issue:44442", + "issue:44466", "issue:44561", "issue:44610", + "issue:44737", "issue:44792", "issue:44857", "issue:44898", "issue:45083", + "issue:45127", "issue:45198", "issue:45200", "issue:45325", "issue:45412", "issue:45563", - "issue:45584", - "issue:45593", - "issue:45759", "issue:46192", "issue:46209", "issue:46234", "issue:46285", - "issue:46424", "issue:46512", "issue:46821", - "issue:46858", + "issue:46894", "issue:46899", "issue:46932" ], "soft_pairs": [ + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43824|issue:43975", "issue:43653|issue:44112", "issue:43452|issue:46512", "issue:43262|issue:43450", @@ -9279,236 +9280,216 @@ "issue:44442|issue:45198", "issue:45200|issue:46932", "issue:44898|issue:45412", - "issue:43526|issue:46192", "issue:44792|issue:45563", - "issue:43819|issue:44112", + "issue:43526|issue:46192", "issue:45200|issue:45325", + "issue:43819|issue:44112", "issue:43335|issue:43550", "issue:41720|issue:46209", - "issue:43827|issue:43901", "issue:44561|issue:46234", - "issue:44610|issue:44857", + "issue:43827|issue:43901", "issue:43819|issue:45083", + "issue:44610|issue:44857", "issue:43388|issue:43526", "issue:46512|issue:46821", - "issue:44857|issue:45593", - "issue:45759|issue:46285", - "issue:43606|issue:45083", - "issue:44206|issue:45584", - "issue:38175|issue:45412", - "issue:46424|issue:46858", - "issue:43335|issue:43653", - "issue:37428|issue:43425", - "issue:28282|issue:33357" + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "5e0a66e031c2b870039b79f7db60e84ede7081cddb2f4e04af9bdb19ec21c61b", + "prepared_review_unit_hash": "07a9982c20153108325c507f98b85d5338e73c6b542a29ca5cbb5a5ef3392e74", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "soft_pair_count": 28, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated Transformers issue reports. A few items are thematically adjacent (multimodal Gemma/Qwen, cache handling, processor bugs), but none of the soft pairs are true duplicates or the same fix.", - "confidence": 0.94, - "canonical_issue_reason": "No true duplicate hub emerges, but issue #45412 is the strongest representative anchor: it has the most discussion/inbound references and a concrete, reproducible bug report.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad vocabulary or subsystem names, but they do not look like the same underlying bug/change. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43950 is the strongest anchor here: it is a concrete core-framework regression in `from_pretrained()` with broad applicability and a clear reproduction path, unlike many model-specific or peripheral reports in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45412 is the most suitable overall issue in this set because it is well-scoped, user-facing, and the most actively discussed. It is still not a duplicate of the other items.", + "best_issue_reason": "Issue 43950 is the best single representative because it is a high-signal, user-facing loading regression with a well-scoped fix surface and broader reuse potential than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying/serialization vs LoRA+extended-vocab collapse: related area, different failure mode." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token vs embedding reinit after resize: separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs Qwen2.5-VL import error: different code paths and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange bug vs CohereASR double-shift loss bug: unrelated internals." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift vs MoE memory inefficiency: different symptom and fix surface." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError on Qwen2_5_VL vs DeepSeek detokenization regression: not the same bug." + }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale device override CI failure; different subsystem and failure mode." + "reason": "Tokenizer special-token registration vs CI stale device-override test: unrelated." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage for tokenizer/causal LM vs stale config.dtype after from_config; different APIs and symptoms." + "reason": "`gguf_file` loading breakage vs stale `config.dtype`: different stages of model loading." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; unrelated media-processing paths." + "reason": "Audio chat-template sample-rate default vs batched video shape bug: different processors." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "from_pretrained buffer corruption regression vs CLIP text-model structural inconsistency; not the same code path." + "reason": "`from_pretrained` buffer corruption vs CLIP model structure mismatch: unrelated regressions." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id issues, but for different model configs and loading paths; not the same underlying bug." + "reason": "Both mention `pad_token_id`, but they affect different model configs and are likely separate omissions." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting vs quantized vision/audio embedder dtype casting; distinct multimodal bugs." + "reason": "Gemma4 token-type defaults vs quantized multimodal embedder casting: different bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure vs save_pretrained/tokenization failure for the same family, but different concrete code paths and symptoms." + "reason": "AutoTokenizer load failure vs save/tokenization failure: different model paths and symptoms." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Text-only token-type-id defaulting vs quantized vision/audio embedder casting fix; not the same issue." + "reason": "Same model family, but token-type defaults and dtype-casting regressions are distinct issues." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation/resolution failure vs RT-DETR memory leak; unrelated model behaviors." - }, - { - "left": "issue:43526", - "right": "issue:46192", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored with explicit text_kwargs; different preprocessing defects." + "reason": "Perceiver resolution failure vs RT-DETR memory release: unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure vs stale warning in paged generate(); different generation features." + "reason": "Janus image-generation test failure vs paged-generate warning: not the same bug." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "DAC from_latents/forward mismatch vs GraniteSpeech stale device override test; unrelated issues." + "reason": "Beit label reduction vs `return_tensors` ignored: unrelated input-processing bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting vs Qwen2.5-VL temporal position-id scaling; both multimodal, but different bugs." + "reason": "Text-only token-type default vs still-image rope scaling: different multimodal paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs GraniteSpeech CI test: unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Bamba torch.compile SDPA failure; different model internals." + "reason": "Sparse-layer creation vs Bamba SDPA compile failure: different construction/runtime bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert on A800 vs FP8 inference failure on B200; different hardware and failure mode." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Separate docs issues: removed pipeline() references vs return_all_scores docs mismatch." + "reason": "Both are hardware-related, but one is an auto-device-map assert and the other is an FP8 inference failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing is_torch_fx_available breaks trust_remote_code vs missing is_falcon_mamba_ssm_available export; distinct utility symbols." + "reason": "`trust_remote_code` breakage from removed helper vs missing Falcon-Mamba import util: unrelated API surfaces." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; different components entirely." + "reason": "Both are docs-facing, but they cover different deprecated pipeline APIs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch vs qwen3_omni_moe helper length arithmetic; unrelated audio codec vs feature-length helper." + "reason": "DAC mismatch vs `_get_feat_extract_output_lengths` behavior: unrelated internals." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet image-size mismatch vs LwDetr AMP crash: preprocessing bug vs numeric stability bug." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Batch-metric label truncation vs BeitImageProcessorFast label reduction; similar label handling theme, but different bugs." + "reason": "Label dropping in gather vs Beit label reduction: similar wording, different layers and logic." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale dtype after from_config vs TimesFM window_size AttributeError; unrelated config/model failures." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP crash in LwDetrImageLoss vs D-FINE missing auxiliary losses when denoising is off; different detection issues." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Composite Qwen multimodal config unwrapping bug vs CLIP text-model structure change; different model families." + "reason": "Stale `config.dtype` vs TimesFM `window_size` AttributeError: unrelated config bugs." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Bark CPU-offload device mismatch vs qwen3_omni_moe feature-length helper bug; unrelated code paths." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after align_special_tokens; different audio bugs." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SIGLIP zero probabilities vs RT-DETR memory leak; unrelated behavior." - }, - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Two cache bugs, but one is max_cache_length only honored for quantized cache and the other is device-tensor seq_length breaking static-cache arithmetic." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction vs BigBirdTokenizer special-token registration; unrelated subsystems." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Missing internal flash-attention helper vs Torch 2.10 incompatibility; different dependency regressions." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch import error vs MacOS bus error loading a CLIP model; unrelated root causes." + "reason": "CPU offload device mismatch vs feature-length helper behavior: no shared code path." } ] }, @@ -9524,37 +9505,39 @@ "component_index": 1, "component_count": 26, "review_unit_index": 31, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:26413", - "issue:28218", + "issue:28282", "issue:29127", "issue:29942", - "issue:31501", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", - "issue:43606", "issue:43611", + "issue:43653", "issue:43720", "issue:43819", "issue:43825", "issue:43854", "issue:44112", + "issue:44206", "issue:44351", "issue:44448", "issue:44466", @@ -9562,267 +9545,263 @@ "issue:44514", "issue:44521", "issue:44743", - "issue:44779", "issue:44855", "issue:44857", "issue:45083", - "issue:45127", - "issue:45245", "issue:45290", - "issue:45310", - "issue:45478", + "issue:45412", "issue:45520", + "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45859", "issue:46170", + "issue:46285", "issue:46326", - "issue:46431", - "issue:46566" + "issue:46424", + "issue:46858" ], "soft_pairs": [ + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357", "issue:29942|issue:32090", "issue:43550|issue:44112", "issue:43611|issue:44466", "issue:43335|issue:43504", - "issue:44855|issue:45083", "issue:45520|issue:46170", + "issue:44855|issue:45083", "issue:44448|issue:44743", "issue:43335|issue:45083", "issue:45290|issue:46326", "issue:37428|issue:44351", "issue:43335|issue:45593", - "issue:43335|issue:44112", "issue:44514|issue:44521", + "issue:43335|issue:44112", "issue:43278|issue:43825", "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43819|issue:44493", - "issue:43720|issue:44112", "issue:39692|issue:43526", - "issue:46431|issue:46566", - "issue:43606|issue:44857", - "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:44448|issue:44779", - "issue:45310|issue:45478", - "issue:26413|issue:31501", - "issue:45127|issue:45245" + "issue:43720|issue:44112" ], - "prepared_review_unit_hash": "c6dca772c82d79c72291640ed5381287fa198fd7ceac326f9ab5f9b799002289", + "prepared_review_unit_hash": "9468b9a1ba806edad200cd1cf70292cdfaf6c42c577c1226f3f77548f3c9286b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36124, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "45310 and 45478 are the only clear duplicate pair here: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure. The other soft pairs look like related subsystems at most, not the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and its title/symptom match issue:45478.", + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers bugs: import/runtime failures, chat-template edge cases, cache behavior, model-loading regressions, and model-specific issues. None of the soft pairs appears to be the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the cleanest representative of the duplicate Qwen3.5 MoE `from_pretrained` bug because it is the earlier report with the same title/symptom as 45478.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure, but one is AutoModelForCausalLM config unwrapping for Qwen multimodal configs and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: feature extractor center-arg regression vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems entirely: SigLIP2 probabilities vs RT-DETR memory cleanup." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is max_cache_length handling and the other is seq_length/device-tensor arithmetic in static cache under torch.compile." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug vs tokenizer special-token registration bug; no shared code path." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different compatibility problems: missing internal flash-attention symbol vs Torch 2.10 incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error is unrelated to a MacOS bus error when loading a CLIP model." + }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." + "reason": "FlashAttention test failures and Trainer GPU broadcast TypeError are different failures." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/model behavior, but one is a Bamba SDPA compile issue and the other is a GraniteSpeech device-override test failure." + "reason": "Bamba torch.compile/SDPA bug is unrelated to a GraniteSpeech CI stale-device test." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both concern model loading/serialization, but they describe different concrete bugs and code paths." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is serialization of lm_head.weight tied weights." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config construction with zero sparse layers is unrelated to BEiT pretrained loading with a legacy field." + "reason": "SwitchTransformers sparse-layer config bug vs Beit legacy-field loading bug." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Python 3.13 import/indentation failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Both are import/platform issues, but one is flash_attn lookup on Python 3.13 and the other is Windows ROCm/torch.distributed handling." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different platform import problems: missing `flash_attn` entry vs Windows/ROCm `torch.distributed` dependency errors." + "reason": "Python 3.13 JIT parse failure in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both are output-correctness complaints, but Pegasus generation drift and Qwen3_5 recurrent-state reset are different bugs." + "reason": "Different regressions: Pegasus output mismatch across versions vs recurrent-state reset in modular_qwen3_5 cache handling." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Sparse-layer config creation is unrelated to helper length computation in qwen3_omni_moe." + "reason": "No overlap: SwitchTransformers config creation vs qwen3_omni_moe output-length helper." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." + "reason": "Both touch chat-template/tokenization, but one crashes on tool-call assistant messages and the other is a mistral_common continue_final_message bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." + "reason": "Both are import errors, but they concern different missing symbols and modules." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different BEiT/SwitchTransformers issues with no shared concrete failure mode." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Sparse-layer config creation is unrelated to a GraniteSpeech CI stale override test." + "reason": "Both are apply_chat_template issues, but one is a batched padding=False crash and the other is incorrect all-zero assistant masks for multimodal inputs." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other returns zero assistant masks for multimodal inputs." + "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech CI device-override failure." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message regression." + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task error message." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-content error messaging is unrelated to the Trainer broadcast type error." + "reason": "LayoutLMv3 error messaging and Trainer _gpu_broadcast_one TypeError are different issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve attention/offload internals, but one is a sink-less flash-attention `s_aux=None` crash and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Flash-attention integration crash on s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading-related, but a trailing-slash path warning is unrelated to a specific GLM-4.7-Flash unit-test load failure." + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different bugs." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different issues: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing with untied output embeddings." + "reason": "Llama 3.2 vision model loading regression and post_init reinitializing untied embeddings are separate model-loading issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to unexpected `position_ids` keys during model loading." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech CI test failure are distinct problems." + "reason": "DAC.from_latents mismatch and unexpected position-id keys are unrelated model/runtime bugs." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to BEiT image processor label reduction behavior." - }, - { - "left": "issue:46431", - "right": "issue:46566", - "accept": false, - "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP CUDA loss crashes." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 example/documentation problems are not the same as the `position_ids` unexpected-key regression." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer GPU broadcast NoneType error." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both mention model/text outputs, but Pegasus v4/v5 output drift is not the same as DeepSeek tokenizer corruption." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error with matching title and symptom." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Resume-from-checkpoint iterator exhaustion and FineWeb training not starting are too vague and not clearly the same bug." + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug do not share the same underlying cause." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count ceiling runtime error." + "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale-device failure are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:45310/issue:45478 is well supported by the identical titles and matching symptom, but the canonical reason overstates the evidence: packet data does not show 45310 has more discussion activity than 45478 (45478 has more discussion, while 45310 only has earlier creation time and one inbound reference). Please keep the canonical rationale to the grounded facts, such as earliest report / identical title, and avoid the unsupported attention claim." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -9831,296 +9810,292 @@ "component_index": 1, "component_count": 26, "review_unit_index": 32, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:10000", "issue:15354", + "issue:26413", "issue:27957", + "issue:28218", "issue:29870", "issue:29942", + "issue:31501", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", - "issue:40444", - "issue:42175", + "issue:39692", "issue:42490", "issue:43278", "issue:43329", - "issue:43381", - "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", - "issue:43927", "issue:44206", "issue:44360", "issue:44448", "issue:44493", "issue:44561", "issue:44617", - "issue:44855", + "issue:44779", "issue:44857", "issue:44977", - "issue:45072", "issue:45083", - "issue:45229", + "issue:45127", + "issue:45245", "issue:45290", + "issue:45310", "issue:45381", "issue:45459", + "issue:45478", "issue:45593", - "issue:45698", "issue:45823", "issue:45920", "issue:46192", "issue:46234", - "issue:46399", + "issue:46431", + "issue:46566", "issue:46655", "issue:46697", "issue:47000" ], "soft_pairs": [ + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", "issue:44617|issue:46697", "issue:43701|issue:45083", - "issue:45459|issue:46234", "issue:44206|issue:45823", "issue:32090|issue:33357", - "issue:44857|issue:45072", "issue:42490|issue:43575", "issue:45593|issue:47000", "issue:43550|issue:45083", - "issue:27957|issue:34689", "issue:38175|issue:44493", + "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:45290|issue:45381", + "issue:43278|issue:43329", "issue:10000|issue:15354", "issue:44448|issue:44977", "issue:45920|issue:46192", - "issue:29870|issue:33290", - "issue:44360|issue:44561", "issue:45290|issue:46655", - "issue:44855|issue:46399", - "issue:43278|issue:43381", - "issue:40444|issue:43526", - "issue:44977|issue:45229", - "issue:37428|issue:42175", - "issue:43927|issue:45698", - "issue:32090|issue:33290" + "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "510e34da2948dc1e3c464b71e00a1f5d7843a5b81422f798d6646df22d9de366", + "prepared_review_unit_hash": "786fd1025be3021a50dd56732253ebc89473e229571055b9b4946c3a2016c9e0", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36164, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 27, + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated closed issues spanning different models, processors, and runtime features; the soft-similarity links are mostly superficial and do not indicate true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set: the reported failures cover distinct bugs in different code paths and models.", + "summary": "This set is mostly heterogeneous. Only the two Qwen3.5 MoE `from_pretrained` reports look like true duplicates; the rest are separate bugs in different code paths, models, or subsystems.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45920 is the broadest, clearest regression report here, affecting multiple tokenizers/models with a concrete v5 breakage and strong duplicate value.", "canonical_pr_reason": null, - "best_issue_reason": "None of the listed issues is a good global duplicate target because the cluster is heterogeneous rather than one underlying bug.", + "best_issue_reason": "Issue 45920 is the strongest representative issue because it has the widest scope and the clearest cross-model tokenizer regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different models and symptoms: SAM3Video OOM vs Swin2SR over-padding." + "reason": "Different failures: missing chat template in a processor vs device placement bug with DiffusionGemma weights. Not the same bug." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Unrelated code paths and symptoms: CPU offload device mismatch vs float16 AMP crash in a loss function." }, { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error vs missing import-utils availability symbol; different failures." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `transformers>=5.4.0` `from_pretrained` failure. These look like the same underlying regression." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are distinct bugs." + "reason": "Documentation/model-processor mismatch and quantization failure are unrelated to a position-id key warning across many models." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Trainer broadcast NoneType error vs MacOS bus error in CLIP loading are unrelated." + "reason": "Tokenizer spacing after added token is a different bug from a trainer `_gpu_broadcast_one` NoneType error." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both are dtype/AMP-related, but they hit different models and different code paths." + "reason": "Both are v5 regressions, but one is Pegasus generation drift and the other is DeepSeek tokenizer corruption. Different underlying issues." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + "reason": "Resume/checkpoint iterator handling is unrelated to training not starting on FineWeb SLM." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different detection losses and different crash modes." + "reason": "LoRA vocabulary merge collapse and category-count overflow are separate bugs with no shared concrete code path." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "torch.compile/SDPA crash vs helper output-length behavior are unrelated." + "reason": "Tokenizer/protobuf error handling vs missing import utility symbol are different import/runtime problems." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Different models and different issues: Flash Attention support vs model loading regression." + "reason": "CUDA OOM in Sam3Video is not the same as over-padding in Swin2SR image preprocessing." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." + "reason": "Checkpoint key mismatch and feat-length helper behavior in qwen3_omni_moe are unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Failing Flash Attention tests and embedding reinitialization after resize are unrelated." + "reason": "Unsupported `center` argument in an extractor and Gemma4 device-mismatch during forward are different defects." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Decoder attention-mask UnboundLocalError vs trainer broadcast NoneType error are different code paths." + "reason": "Trainer broadcast `NoneType` error and MacOS bus error on CLIP loading are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Eval dtype change and multimodal token-count video-branch bug are unrelated." + "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are different load-time issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Chat-template tool-call crash vs video vision_position_ids bug are different multimodal issues." + "reason": "Both touch detection training, but one is missing auxiliary losses and the other is an infeasible cost matrix crash." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "German DistilBert issue and torch.jit GeneratorExp export error are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model behaviors and code paths." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Both concern tokenization, but one is a broad wrong-token-ID regression and the other is return_tensors handling." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are not the same bug." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Generation mask bug and deepspeed/adafactor OOM are unrelated." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are distinct issues." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + "reason": "BART `generate()` decoder mask initialization and trainer broadcast errors are unrelated." }, { "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Chat-template tool-call crash vs video padding bug are different issues." - }, - { - "left": "issue:44855", - "right": "issue:46399", + "right": "issue:45381", "accept": false, - "reason": "Both mention decorators, but one is a Python parsing/import problem and the other is a registration crash." + "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are separate multimodal issues." }, { "left": "issue:43278", - "right": "issue:43381", + "right": "issue:43329", "accept": false, - "reason": "Eval dtype mismatch and gradient-checkpointing-in-eval are unrelated." + "reason": "Dtype change in evaluation and undefined video-token helper variables are different bugs." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Different vision-processing bugs affecting different processors." + "reason": "German DistilBERT issue and torch.jit GeneratorExp export failure on ViT are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Qwen flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying problem." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Missing flash-attention utility import and missing TensorFlow backend package are unrelated." + "reason": "Both involve tokenizers, but one is a broad wrong-token-ID regression and the other is `return_tensors` being ignored with `text_kwargs`." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Custom token IDs lost on save/load and wrong custom module loaded are different persistence bugs." + "reason": "Chat-template/tool-call crash and Swin2SR video padding miscalculation are separate preprocessing bugs." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "NoneType broadcast error and optimizer OOM are unrelated." + "reason": "A missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available` breaking trust-remote-code models." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue 45920 is indeed the broadest cross-model tokenizer regression, and the only clearly duplicate-looking pair in the soft edges is the Qwen3.5 MoE from_pretrained duplicate (45310/45478). The other verdicts stay conservative and are supported by the titles/body themes; no pair is overstated as the same bug when the evidence points to different code paths or subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10129,283 +10104,303 @@ "component_index": 1, "component_count": 26, "review_unit_index": 33, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:25251", "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", + "issue:37428", "issue:39692", + "issue:40444", "issue:41720", + "issue:42175", "issue:42490", - "issue:42915", - "issue:42994", "issue:43278", "issue:43381", + "issue:43526", "issue:43575", "issue:43611", "issue:43653", "issue:43701", - "issue:43756", "issue:43873", + "issue:43927", "issue:43976", "issue:44186", - "issue:44206", "issue:44361", - "issue:44442", "issue:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44568", "issue:44743", "issue:44779", + "issue:44855", "issue:44871", "issue:44977", "issue:45198", "issue:45229", - "issue:45372", "issue:45440", "issue:45491", "issue:45563", "issue:45588", + "issue:45698", "issue:45803", "issue:45823", "issue:46121", + "issue:46399", "issue:46421", "issue:46858" ], "soft_pairs": [ + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:37428|issue:42175", + "issue:43927|issue:45698", + "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", - "issue:25251|issue:32090", "issue:43976|issue:45440", + "issue:25251|issue:32090", "issue:44448|issue:44466", + "issue:44568|issue:45491", "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44561|issue:44779", "issue:43381|issue:43701", "issue:33357|issue:39692", - "issue:44568|issue:45491", - "issue:44871|issue:44977", - "issue:43278|issue:43575", - "issue:44561|issue:44779", - "issue:45588|issue:45823", "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:43278|issue:43575", "issue:41720|issue:45229", - "issue:44186|issue:45198", "issue:44977|issue:45563", + "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:29870|issue:34689", - "issue:43653|issue:44743", - "issue:44206|issue:44479", - "issue:29942|issue:30064", - "issue:42915|issue:42994", - "issue:43756|issue:45440", - "issue:45372|issue:45588", - "issue:43653|issue:44442" + "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "4e2b8ae6e98c356397d6bd855c5e6205997f9e6a9a634a0401b60c00e8515708", + "prepared_review_unit_hash": "78c3e13a88ccb7bf84408c4edb3686e7446a1fb0ee92957c606060bad2298187", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36280, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 30, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicate pair looks like the same underlying bug or change; the candidates span unrelated regressions across cache/compile behavior, tokenizers, model loading, quantization, and device mapping.", - "confidence": 0.91, - "canonical_issue_reason": "No canonical duplicate issue emerges from this set because the soft pairs are heterogeneous and do not describe the same concrete bug.", + "summary": "No soft pair looks like the same underlying bug/change; the matches are mostly broad subsystem or model-family similarities only. I\u2019d keep all artifacts separate, with issue 43873 as the strongest standalone representative of a concrete, well-documented bug report.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: it is broad, clearly framed, actively discussed, and has multiple inbound references, making it the best general anchor if one must be chosen.", + "best_issue_reason": "issue:43873 is the most representative standalone issue here: it describes a concrete failure mode, has substantial discussion/references, and is broader than the model-specific regressions without being vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different models and different failures: Python 3.13 import/torch.jit parsing vs Qwen3.5 kernel registration error." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated problems: BART generate-time UnboundLocalError vs DeepSpeed+Adafactor OOM." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference issues, but one is flash-attention generation behavior and the other is multi-GPU CUDA OOM on a different model." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both involve vision data processing, but one is multi-image IterableDataset finetuning and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode related, but one is dtype drift in evaluation and the other is gradient checkpointing being disallowed in eval." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Completely different areas: flash-attention import failure vs backend dependency packaging." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different Trainer/DeepSpeed symptoms: NoneType broadcast error vs optimizer-related OOM." + }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile internals, but they describe different failures: spurious recompilation vs a device-tensor seq_length arithmetic break." + "reason": "Both involve cache/compile internals, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading problems and a Gemma4 multi-GPU CUDA OOM are different failure modes and code paths." + "reason": "Both are memory-related, but one is quantization/offloading behavior and the other is a model-specific multi-GPU OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + "reason": "Local-path warning on trailing slash is unrelated to quantization/offloading behavior." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Pipeline top_k nesting and Trainer GPU broadcast errors are unrelated subsystems and bugs." + "reason": "Python version compatibility regression vs divergence from remote DeepSeekV3 implementation; no shared bug." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Python-version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer distributed broadcast errors." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; not the same bug." + "reason": "Both are v5 regressions, but one changes generated output and the other is device-dependent serialization of lm_head weights." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are different training-state problems." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both mention model loading on Mac/community models, but one is a bus error and the other is a documentation example with processor/quantization errors." + "reason": "Gemma eos_token_id config mismatch is a different bug from Qwen3.5 flash-attention generation failures." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct bugs." + "reason": "API removal breaking trust_remote_code models is not the same as Deepseek tokenizer output corruption." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma eos_token configuration and Qwen flash-attention generation failure are unrelated." + "reason": "Eval-mode checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Embedding dtype drift during eval and tensor-parallel OOM are different problems." + "reason": "Both are vision-related, but one is a macOS bus error with a community CLIP model and the other is a docs example/model-processor mismatch plus quantization failure." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Removing a utility used by trust_remote_code models is not the same as a DeepSeek tokenizer correctness regression." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "A flash_attention None crash and a Gemma4 device_map forward mismatch are different concrete code paths." + "reason": "Flash-attention AttributeError on sink-less models is a different code path from Gemma4 PLE device mismatch with auto device mapping." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in Fuyu conversion are unrelated." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping and Gemma4 OOM are different runtime failures." + "reason": "Both are multi-device inference issues, but cudaErrorAssert on A800 is not the same as CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale num_return_sequences warning are different generate() issues." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Different tokenizer/model failures with no shared bug mechanism." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer issues." + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope-param JSON list handling are unrelated." + "reason": "Model loading breakage from base_model_prefix removal is unrelated to rope-validation JSON list handling." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() local variable bug and Llama 3.2 Vision model loading regression are different issues." + "reason": "BART generate UnboundLocalError and Llama Vision model loading regression are separate failures." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression are different input-processing bugs." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both touch quantization, but one is FP8 config failure during loading and the other is quantized model saving." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache mode." } ] }, @@ -10421,44 +10416,44 @@ "component_index": 1, "component_count": 26, "review_unit_index": 34, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", + "issue:30064", "issue:33290", "issue:33357", - "issue:34689", "issue:35141", "issue:42490", "issue:42915", + "issue:42994", "issue:43065", "issue:43066", - "issue:43334", "issue:43381", "issue:43412", "issue:43421", "issue:43526", - "issue:43531", "issue:43575", + "issue:43653", "issue:43701", + "issue:43756", "issue:43824", - "issue:43873", - "issue:43931", "issue:43994", - "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", - "issue:44857", + "issue:44479", "issue:45072", "issue:45198", "issue:45245", @@ -10479,17 +10474,23 @@ "issue:46701" ], "soft_pairs": [ - "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:45372|issue:45588", + "issue:43653|issue:44442", "issue:43065|issue:43994", - "issue:44265|issue:45198", - "issue:29127|issue:33357", "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:44265|issue:45198", "issue:45491|issue:46693", "issue:43065|issue:45412", + "issue:29127|issue:33357", "issue:43575|issue:43701", "issue:45245|issue:45563", - "issue:42490|issue:43381", "issue:45372|issue:45406", + "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45440|issue:45593", "issue:43994|issue:45412", @@ -10497,262 +10498,242 @@ "issue:45372|issue:45459", "issue:43421|issue:45491", "issue:45412|issue:46369", - "issue:43575|issue:44387", "issue:43066|issue:44462", + "issue:43575|issue:44387", "issue:44442|issue:45072", "issue:43526|issue:45834", "issue:44464|issue:45584", "issue:43824|issue:44279", "issue:43526|issue:46693", - "issue:42915|issue:43931", "issue:27957|issue:33290", - "issue:27957|issue:29127", - "issue:44857|issue:45588", - "issue:33290|issue:34689", - "issue:43994|issue:46369", - "issue:33290|issue:35141", - "issue:43526|issue:44186", - "issue:43334|issue:43531", - "issue:43381|issue:43873" + "issue:27957|issue:29127" ], - "prepared_review_unit_hash": "d07da19240680a588ef970cad6de489a1d69c207dc83ed37cced2f1e5d784e37", + "prepared_review_unit_hash": "6f1f7fd383aaae5d963557794977be68a506aa5868694ce5cd9e367de4efff74", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38041, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "soft_pair_count": 33, + "serialized_chars": 37445, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous collection of Transformers issues, not a true duplicate cluster. The items span unrelated bugs in model loading, tokenizers, quantization, export, memory/OOM, and generation, so none of the soft edges look like the same underlying change or defect.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the most broadly representative and active issue in the set (open, multiple inbound references), but only as a loose umbrella; the cluster is not coherent enough to support a strong duplicate canonical.", + "summary": "This cluster is not a tight duplicate set; it\u2019s a heterogeneous mix of unrelated Transformers bugs and regressions, with only weak thematic overlap around tokenizers, multimodal models, and generation/attention issues. I would not merge any of the soft pairs.", + "confidence": 0.29, + "canonical_issue_reason": "Issue #44462 is the most broadly user-facing and representative of the cluster\u2019s recurring tokenizer/loading theme, with inbound references and a clear reproducible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single triage anchor because it is open, discussion-heavy, and broadest in symptom scope, even though it is not a real duplicate target for the other items.", + "best_issue_reason": "Issue #44462 is the best single issue to anchor the cluster because it is concrete, widely understandable, and sits near the most general subsystem represented here (tokenizer/model loading).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43412", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: one is a feature-extractor argument crash, the other is a video-input regression in Qwen VL models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void-segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "One is about Smollm3 RoPE layer selection; the other is a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different code paths." + }, + { + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Different code paths: executorch export/training-guard vs flash-attention crash on sink-less models." + "reason": "Gemma 4 processor import dependency failure is not the same as a Flash Attention crash on sink-less models." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and FastSpeech2Conformer tokenizer loading are distinct tokenizer bugs." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs SigLIP2 nonsense outputs in AutoModel/pipeline." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Unrelated bugs: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Tokenizer protobuf error handling and leftover dummy PT classes are unrelated maintenance issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Different symptoms and subsystems: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." + "reason": "Executorch export for Gemma3n and Flash Attention sink handling are different failures." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer exception handling vs leftover dummy classes; no shared underlying defect." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures do not share the same bug." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both involve FA2/long context, but one is NaN correctness in Gemma3 sliding-window attention and the other is a performance regression." + "reason": "Both mention FA2/generation, but one is a NaN correctness bug and the other is a performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and a CLIP bus error on macOS are different issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM during tensor-parallel load vs checkpoint key mismatch are different failures." + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category cardinality runtime error and stale paged-generate warning are unrelated." + "reason": "Category-count overflow and a stale warning in paged generation are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Gemma 4 processor import dependency failure and missing _tokenizer in serve are different bugs." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Both touch Gemma 4 loading, but one is a dependency import error and the other is a missing processor attribute in serve." + "reason": "Local-path slash import warning and gradient checkpointing eval-mode behavior are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 is unrelated to token-embedding reinitialization." + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization are separate problems." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated defects." + "reason": "SigLIP2 bad outputs and RT-DETR memory release are not the same underlying problem." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 serve processor attribute crash and DiffusionGemma image-text-to-text pipeline failure are different concrete issues." + "reason": "Gemma4Processor missing _tokenizer is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Different dependency/loading problems: mistral_common import failure vs protobuf-related tokenizer error masking." + "reason": "An ImportError for ReasoningEffort is not the same as protobuf error masking in tokenizer exceptions." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings do not share a code path." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory leak and Sam3 litetext memory overflow are different memory issues in different code paths." + "reason": "RT-DETR model cleanup/memory release and Sam3-LiteText memory overflow are different memory problems." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer issues but not the same defect." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading bugs." + "reason": "Tensor-parallel load OOM and int4 quantization reserved-memory regression are different OOM causes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure is unrelated to dtype mismatches in bfloat16 inference." + "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT reduce_labels bug and Kosmos2.5 long OCR index error are different preprocessing failures." + "reason": "Beit reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing failures." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are not the same bug." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are separate generation bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import error and a generic dependency issue are too vague and not the same concrete defect." + "reason": "Missing Qwen2_5_VL class import and a generic dependency issue are not the same concrete bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in BEiT image processing is unrelated to the FA2 long-context performance regression." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen3-VL shape-mismatch loading error are different model-loading problems." + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different training/runtime issues." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error-message wording." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None crash are different code paths." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading breakage are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "SigLIP2 incorrect outputs and Sam3 litetext memory overflow are different defects." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "DeepSpeed OOM with Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BEiT fast image-processor label reduction and LayoutLMv2 tokenizer NER/padding crashes are different bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and sliding_window issues in Qwen3-MoE are distinct failures." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing being invalid in eval mode is unrelated to offloading/quantization behavior." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box-error messaging are unrelated." } ] }, @@ -10768,276 +10749,284 @@ "component_index": 1, "component_count": 26, "review_unit_index": 35, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:27957", "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", "issue:42175", "issue:42490", + "issue:42915", "issue:43262", "issue:43316", + "issue:43334", + "issue:43381", "issue:43493", "issue:43525", - "issue:43643", + "issue:43526", + "issue:43531", "issue:43646", "issue:43720", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", - "issue:44062", + "issue:43994", "issue:44077", + "issue:44186", "issue:44206", "issue:44442", "issue:44479", "issue:44514", "issue:44743", "issue:44811", - "issue:44855", - "issue:44871", + "issue:44857", "issue:44898", - "issue:44913", "issue:44977", - "issue:44987", "issue:45003", - "issue:45137", "issue:45245", "issue:45250", - "issue:45325", "issue:45381", "issue:45440", "issue:45588", - "issue:45759", "issue:45859", - "issue:45907", "issue:46121", - "issue:46178", "issue:46234", + "issue:46369", "issue:46399", "issue:46640", - "issue:46697", "issue:46821" ], "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", "issue:45250|issue:46640", "issue:46121|issue:46399", "issue:45588|issue:46821", - "issue:43646|issue:44077", + "issue:43381|issue:43873", "issue:44514|issue:45381", + "issue:43646|issue:44077", "issue:43761|issue:45859", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:42490|issue:44743", - "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:27957|issue:29870", "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:27957|issue:29870", "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:43316|issue:43525", - "issue:43873|issue:44871", - "issue:45325|issue:46697", - "issue:44062|issue:45907", - "issue:43643|issue:44913", - "issue:44855|issue:45137", - "issue:43749|issue:43931", - "issue:43316|issue:45759", - "issue:44987|issue:46178" + "issue:43316|issue:43525" ], - "prepared_review_unit_hash": "f9ead5fc66fe92291b40da36243c0827deca711cd364d1057ee3bf9e44d836ea", + "prepared_review_unit_hash": "55c99a8496d4177b39e1360d12976ce6ac8f8e5b65dd9135932ffc61f0c285d7", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35627, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "serialized_chars": 34832, + "estimated_input_tokens": 8708, + "estimated_eval_tokens": 17672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not resolve to one underlying bug. The soft pairs share broad themes like flash attention, configs, loading, or multimodal models, but each pair targets a different concrete failure mode or subsystem, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous; only the two Flash Attention 2 reports look like the same underlying topic. All other pairs appear to be different bugs/features in different model families or subsystems.", + "confidence": 0.46, + "canonical_issue_reason": "issue:46640 is the clearest current Flash Attention 2 report: it is open, directly names the subsystem, and is the best representative of the only plausible duplicate pair in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46640 is the best single issue to represent the flash-attention duplicate pair; the rest of the cluster is too mixed to serve as a meaningful canonical bug tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config vs. weight-shape mismatch on Qwen3-VL loading." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Both mention bad outputs/memory issues, but they are different models and symptoms; no clear shared code path." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "One is an AMP/CUDA loss crash, the other is a flash-attention sinkless-model AttributeError." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated problems: DeepSpeed/Adafactor OOM versus Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "No overlap beyond general training/runtime issues; optimizer OOM and embedding reinit are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and different failures: label reduction bug versus tokenizer crash on NER/padding." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a missing config attribute and the other is a sliding-window behavior bug." + }, { "left": "issue:45250", "right": "issue:46640", - "accept": false, - "reason": "Both are about Flash Attention 2 in name only; neither describes the same concrete code-path failure." + "accept": true, + "reason": "Both are generic Flash Attention 2 issue reports with the same subsystem and no evidence of distinct code paths; they look like the same underlying tracker." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Different problems: rope-validation TypeError vs Qwen3.5 kernel registration ValueError." + "reason": "Different bugs: rope-validation input typing versus a Qwen3.5 kernel registration failure." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Both raise AttributeError, but in unrelated components and unrelated runtime conditions." + "reason": "Flash-attention AttributeError and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Separate model-init issues in different configs; no shared bug or fix." + "reason": "Checkpointing in eval mode and quantization offloading are separate behaviors with different failure points." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video rope position ids." + "reason": "Same model family, but one is batching/padding in apply_chat_template and the other is wrong video position IDs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom initialization breakage and a specific patchtsmixer post_init restriction are not the same bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and different failure modes; not the same underlying regression." + "reason": "Completely different models and errors: CLIP hidden states regression versus Qwen rotary embedding CPU offload incompatibility." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Unrelated: flash-attention generation issue vs category-count runtime error." + "reason": "Qwen3.5 flash-attention generation bug and a categorical-cardinality runtime error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Both are regression reports, but for unrelated models and APIs." + "reason": "Different APIs and symptoms: recurrent-state reset in modular Qwen3.5 versus Whisper batch_decode token skipping." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but they hit different preprocessing paths and different arguments." + "reason": "Both are audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported feature-extractor argument." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Completely different subsystems: tokenizer loading vs image classification." + "reason": "Tokenizer loading failure and Perceiver resolution handling are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Different model families and different loading failures; no common code path." + "reason": "Local-path import warning and Qwen3.5 cache/recurrent-state behavior are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging issue vs missing import_utils helper; not the same bug." - }, - { - "left": "issue:27957", - "right": "issue:29870", - "accept": false, - "reason": "Unrelated model-specific failures: XLM-R flash attention vs BART generate()." + "reason": "Packaging/backend install issue versus a missing import_utils helper; no shared bug." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "One is a generic modeling_utils access bug; the other is a DeepSeek implementation divergence." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Different models and failures; only superficial version/regression similarity." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "Implementation mismatch vs documentation cleanup; not the same underlying change." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both mention config discrepancies, but they affect different model configs and different missing fields." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading behavior is unrelated to eos_token_id config mismatch." + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths and failure modes." }, { - "left": "issue:45325", - "right": "issue:46697", - "accept": false, - "reason": "Different vision/image preprocessing bugs with different models and inputs." - }, - { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token construction bug vs repo file revision forwarding; unrelated." + "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading are unrelated." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Both touch config persistence, but they are different fields, different APIs, and different root causes." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask handling are different bugs." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Completely unrelated runtime/import failures." + "reason": "PatchTST mixer post_init policy and Qwen video-input regression are unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both concern loading, but one is FSDP CPU-efficient loading and the other is a shape mismatch for a specific model." + "reason": "SigLIP2 implementation mismatch and v5 docs still mentioning pipeline() are unrelated." }, { "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Different composite-config problems in different APIs; not the same defect." - }, - { - "left": "issue:44987", - "right": "issue:46178", + "right": "issue:43525", "accept": false, - "reason": "Unrelated failures: one is a model-loading regression, the other is backend mapping validation." + "reason": "Different config classes and different missing attributes; not the same defect." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only accepted soft pair (Flash Attention 2 / Flash Attention 2.0) is at least plausibly the same subsystem. The false pair verdicts are generally conservative and align with the issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11046,13 +11035,13 @@ "component_index": 1, "component_count": 26, "review_unit_index": 36, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:16998", "issue:22355", @@ -11066,276 +11055,269 @@ "issue:43295", "issue:43316", "issue:43388", - "issue:43452", "issue:43550", "issue:43575", "issue:43606", - "issue:43646", + "issue:43643", "issue:43701", - "issue:43716", "issue:43742", + "issue:43749", "issue:43761", "issue:43825", + "issue:43873", "issue:43931", - "issue:44077", + "issue:44062", "issue:44079", - "issue:44162", "issue:44188", "issue:44190", "issue:44442", - "issue:44464", "issue:44496", - "issue:44534", - "issue:44792", + "issue:44855", "issue:44871", "issue:44913", + "issue:44987", + "issue:45137", "issue:45216", + "issue:45325", "issue:45584", "issue:45698", + "issue:45759", "issue:45803", - "issue:46050", + "issue:45907", + "issue:46178", "issue:46234", "issue:46291", - "issue:46365", - "issue:46421", "issue:46506", - "issue:46821", + "issue:46697", "issue:46829", "issue:46932" ], "soft_pairs": [ + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", "issue:44442|issue:45803", + "issue:44987|issue:46178", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:42617|issue:43575", "issue:43761|issue:44079", "issue:43701|issue:46506", "issue:43761|issue:44188", + "issue:42617|issue:43575", "issue:46829|issue:46932", - "issue:43575|issue:43742", "issue:43550|issue:43701", + "issue:43575|issue:43742", "issue:27957|issue:32090", - "issue:25251|issue:28282", "issue:43606|issue:43701", + "issue:25251|issue:28282", "issue:42907|issue:45698", "issue:16998|issue:22355", "issue:43295|issue:43825", "issue:43295|issue:44871", "issue:44871|issue:45584", - "issue:46234|issue:46291", - "issue:44464|issue:46421", - "issue:44077|issue:44534", - "issue:43316|issue:43716", - "issue:43316|issue:46821", - "issue:44871|issue:46050", - "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:45803|issue:46365", - "issue:44162|issue:44792" + "issue:46234|issue:46291" ], - "prepared_review_unit_hash": "649bdc70e8db525cb0cb81679cfc0e001a700dabf67b7b89036c3c8306d3f0da", + "prepared_review_unit_hash": "dc047309a29c704ee35cabd99ed7d93b7b51e99dafd49272c7c92bafb835e152", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "soft_pair_count": 28, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers issues (model loading, generation, config, compilation, and docs/errors), so there is no strong duplicate cluster here.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the cluster is semantically broad and the pairwise candidates do not point to one underlying bug.", + "summary": "This cluster is mostly a collection of unrelated Transformers issues; the proposed soft edges are topical similarities rather than true duplicates, so they should all be rejected. The broadest and most connected report is the quantization/offloading regression, which is the best representative of the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest, most connected report here (highest discussion/inbound refs) and best represents the cluster\u2019s overall offloading/quantization theme.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the set mixes distinct bug classes and APIs rather than one concrete problem.", + "best_issue_reason": "issue:43873 is the most suitable stand-in because it is an active, high-engagement bug report with the broadest subsystem scope among these mostly unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Different failure modes in different code paths: tokenizer loading vs a bare-except in Fuyu tensor conversion." + "reason": "Different models and different bugs: Qwen2.5-VL rope/position-id scaling vs Swin2SR image padding behavior." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model/config parsing error." + "reason": "Broad offloading/quantization regression vs Gemma-3 EOS token config mismatch; not the same code-path." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate training/inference bugs." + "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding; unrelated subsystems." }, { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Both involve Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained regression." - }, - { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "3d_parallel execution failure and tensor-parallel OOM are different resource/runtime issues." + "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque IndexError; unrelated failures." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "CLIPVisionModel hidden_states output bug is not the same as generic ModelOutput key assignment when values were previously None." + "reason": "Both are config/load bugs, but they affect different APIs and models and do not appear to share one underlying defect." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; different loading problems." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "A missing hidden_states output is unrelated to attention-kernel divergence under torch.compile." + "reason": "Similar multimodal config area, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping text_config for Qwen 3.5/3.6; not the same bug." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Video classification output wiring and Gemma4 quantized dtype casting are different bugs." + "reason": "AutoTokenizer loading failure vs bare except in FuyuBatchFeature tensor conversion; unrelated code paths." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2 is unrelated to a key error loading MobileLLM." + "reason": "Model loading regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "torch.compile/SDPA behavior in Bamba is unrelated to checkpoint resume key mismatches." + "reason": "Local dataset loading failure vs unrecognized model config.json error; different issues." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Flash Attention on XLMRoberta and Trainer broadcast errors are different subsystems and symptoms." + "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping labels in last batch; different training utilities." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch import are unrelated." + "reason": "Different Qwen3-family issues: one is a loading shape mismatch, the other a save_pretrained checkpoint regression." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." + "reason": "One is a CLIPVisionModel regression, the other is generic ModelOutput key assignment behavior; not the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load failures." + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "model_max_length behavior for DeBERTa-V3 and missing transformers.onnx are unrelated." + "reason": "Vision model hidden_states regression vs attention-kernel divergence under torch.compile; unrelated." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation error messaging are different issues." + "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM on Qwen2-57B; different problems." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." + "reason": "VideoPrism output field bug vs Gemma4 quantized embedder dtype casting; unrelated model-specific issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Gemma-3 token ID config mismatch and Whisper empty-transcription generation failure are unrelated." + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Missing import_utils helper and kernels version/revision import failure are separate dependency problems." + "reason": "OOM during tensor-parallel load vs key error loading MobileLLM-125M; different load failures." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Inconsistent outputs from compiled forward and spurious recompilation from lazy cache init are different bugs." + "reason": "Flash Attention support issue for XLMRoberta vs Trainer NoneType broadcast error; unrelated." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "patchtsmixer post_init gating and junk non-persistent buffers under v5 are not the same change." + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "Pipeline output nesting bug vs missing PyTorch import error; unrelated." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are different model-specific issues." + "reason": "Quantized model save failure vs wrong custom module loaded after save_pretrained; both involve serialization but not the same defect." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and sinq save/load breakage are different configuration vs serialization bugs." + "reason": "DeBERTa model_max_length question vs missing transformers.onnx module import; unrelated." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Custom model initialization breaking in v5 and GPTNeoXConfig rotary_pct not persisting on reload are not the same problem." + "reason": "processor/tokenizer regression with images vs pipeline translation error-message regression; different user-facing bugs." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "gguf_file breaking from_pretrained calls and missing model_type in config.json are distinct loading errors." + "reason": "Custom processor/tokenizer regression vs Gemma-3 eos_token_id config inconsistency; unrelated." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Fuyu conversion exception handling and Trainer import breaking with datasets installed are unrelated." + "reason": "Gemma-3 EOS config mismatch vs Whisper empty-transcription generation failure; different edge cases." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "ESM2 broken workflows and janus image-generation test failure do not describe the same bug." + "reason": "Missing import_utils helper vs kernels dependency/version validation failure in pipelines; unrelated." } ] }, @@ -11351,260 +11333,269 @@ "component_index": 1, "component_count": 26, "review_unit_index": 37, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:35141", - "issue:41950", - "issue:42490", "issue:43065", + "issue:43316", "issue:43352", "issue:43388", "issue:43404", "issue:43441", - "issue:43475", + "issue:43452", "issue:43504", - "issue:43525", - "issue:43531", "issue:43540", "issue:43572", + "issue:43646", "issue:43650", "issue:43673", "issue:43688", - "issue:44190", + "issue:43716", + "issue:44077", + "issue:44162", "issue:44242", + "issue:44464", + "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44734", "issue:44743", "issue:44792", + "issue:44871", "issue:44913", - "issue:44964", "issue:44977", - "issue:45072", "issue:45127", "issue:45200", - "issue:45406", "issue:45542", "issue:45600", "issue:45632", "issue:45698", "issue:45803", + "issue:46050", "issue:46170", "issue:46178", "issue:46202", "issue:46234", + "issue:46365", "issue:46369", + "issue:46421", "issue:46424", "issue:46640", - "issue:46894", - "issue:46932" + "issue:46821", + "issue:46894" ], "soft_pairs": [ + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:45632|issue:46424", "issue:44610|issue:46369", "issue:45803|issue:46170", - "issue:43065|issue:44617", "issue:43540|issue:44514", - "issue:45542|issue:46234", + "issue:43065|issue:44617", "issue:43650|issue:46202", + "issue:45542|issue:46234", "issue:43572|issue:46178", - "issue:44792|issue:45600", "issue:43504|issue:45698", + "issue:44792|issue:45600", "issue:44792|issue:44977", "issue:45127|issue:45200", - "issue:43388|issue:43688", "issue:43352|issue:46640", - "issue:43673|issue:44743", - "issue:43525|issue:43531", - "issue:41950|issue:43475", - "issue:44534|issue:44913", - "issue:35141|issue:42490", - "issue:44190|issue:44964", - "issue:44734|issue:45406", - "issue:45072|issue:46932" + "issue:43388|issue:43688", + "issue:43673|issue:44743" ], - "prepared_review_unit_hash": "6767a903dca93454aa9c6c23c9d1b8f50779645feb5ef7a4b88797b931a6952c", + "prepared_review_unit_hash": "1e3fbc22c21534bd4830a3a00ab6af8add2d68cb61ac83e3a1c9aac99854358b", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34223, - "estimated_input_tokens": 8556, - "estimated_eval_tokens": 17368 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35316, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated, and none of the soft pairs look like the same underlying bug/change with enough specificity to merge. No PRs are present. Issue #45698 is the best single representative on impact and discussion volume, but it is not a duplicate of the others.", - "confidence": 0.91, - "canonical_issue_reason": "#45698 has the strongest evidence of broad user impact and the most engagement/references in this set, so it is the best representative issue overall.", + "summary": "No soft pair looks like a true duplicate; the set is a mix of unrelated model-specific regressions, config/load-save issues, cache/generation bugs, and environment/import problems. I would keep the cluster split and, if forced to pick an umbrella issue, use the broad Transformers v5 regression item.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: it describes a general Transformers 5.0.0 breakage affecting custom model initialization, which best represents the cluster\u2019s common migration/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "#45698 is the most triage-worthy standalone issue here because it affects model loading/saving behavior in a widely used path.", + "best_issue_reason": "issue:43646 is the most reusable representative for this cluster because it is the highest-level, cross-cutting regression; the other issues are narrower, model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Different bugs: weight tying failure in Mistral3 generation vs Flash Attention support in Ministral-3." + "reason": "Both touch chunked generation/cache behavior, but one is inconsistent outputs with compiled forward and the other is spurious recompilation from lazy cache init; different bugs and fixes." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both involve losses, but they affect different mechanisms and model families; not the same concrete code-path." + "reason": "These are separate Transformers v5 regressions: one changes patchtsmixer post_init handling, the other concerns non-persistent buffers being filled with junk." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to max_cache_length handling in quantized cache." + "reason": "Different models and failures: Gemma3TextConfig API mismatch versus Mistral-3 image preprocessor/model dtype mismatch." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Processor image-size mismatch and Sam3-LiteText memory overflow are separate failures." + "reason": "Unrelated issues: Gemma3TextConfig API discrepancy versus TimesFM window_size raising AttributeError." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to the Windows ROCm torch.distributed import/dependency problem." + "reason": "Both are config/regression bugs, but one is broad custom initialization breakage while the other is a specific rotary_pct persistence/reload issue." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is a code-quality/model-structure issue, not the same as a Sam3Video OOM." + "reason": "Both involve model round-tripping, but they affect different models and different failure modes, so they are not the same underlying bug." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Different multimodal processing paths: video-input validation vs batched chat-template padding behavior." + "reason": "Both are loading failures, but gguf_file handling and missing model_type in config.json are distinct code paths." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils helper function." + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure on uninstalling datasets are unrelated problems." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "No meaningful overlap; one is an empty/low-signal issue, the other is a Gemma tokenizer roundtrip bug." + "reason": "ESM2 breakage and janus image-generation test failure are different models and different symptoms." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Missing config field and unsupported backend mapping are unrelated problems." + "reason": "Same model family, but one is a weight-tying bug and the other is a FlashAttention support/runtime issue; not the same fix." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "A failing Janus test and stale auto_mappings references are different CI breakages." + "reason": "Both are loss-related, but they involve different models and different loss computations; too broad to merge." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Legacy field loading in Beit is unrelated to wrong custom-module resolution after save_pretrained." + "reason": "Cache-related, but one is a local-path collision in trust_remote_code and the other is max_cache_length semantics for quantized cache." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: Janus image generation test vs Qwen3.5 flash-attention generation failure." + "reason": "Processor size mismatch versus Sam3LiteText memory overflow are different bugs with different root causes." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma4 mm_token_type_ids defaulting." + "reason": "A tensor conversion exception-handling bug and a Windows ROCm import/dependency issue are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Metric gathering drops labels in the last batch; auxiliary-loss normalization is a separate training bug." + "reason": "Both involve Qwen multimodal processing, but video input validation and batched chat-template padding failure are separate code paths." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Generic Flash Attention 2 issue is not enough to match a specific NemotronH support bug." + "reason": "Same Sam3 area, but dummy Conv2d in the pixel decoder is not the same problem as a Sam3Video CUDA OOM." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Cache missing in chunked prefill and recurrent-state reset with seq_len>1 are different cache/state bugs." + "reason": "These are unrelated: a placeholder data issue versus a Gemma pipeline tokenization/roundtrip failure." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils symbol are separate import/backend issues." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Image-processor lookup in a video-classification pipeline is not the same as a missing fpn_position_embeddings attribute." + "reason": "StableLmConfig pad_token_idx migration and tensorflow_text backend mapping are unrelated." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload regression are different config/runtime bugs." + "reason": "Both are loading/saving regressions, but one is a legacy-field preset issue and the other is choosing the wrong custom module after save_pretrained." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Token-embedding resize/reinit bug is unrelated to trailing-slash local-model import warnings." + "reason": "Janus image-generation test failure and removed Sam3LiteText auto_mapping references are unrelated." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Local dataset loading failure and Phi-4 multimodal model loading failure are separate issues." + "reason": "Different models and failures: janus test failure versus Qwen3.5 flash-attention generation issues." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "KV-cache continuation tensor indexing is unrelated to a missing processor attribute in serve." + "reason": "LoRA merge with extended vocab and Gemma 4 mm_token_type_ids defaulting are separate model-configuration bugs." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Not the same concrete bug: one explicitly says NemotronHForCausalLM lacks FA2 support, while the other is a broad Flash Attention 2 issue with no confirmed shared code path." + }, + { + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both mention dtype, but they concern different models and different quantization/inference paths." + "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are different training bugs." } ] }, @@ -11620,47 +11611,49 @@ "component_index": 1, "component_count": 26, "review_unit_index": 38, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", - "issue:39692", "issue:41720", - "issue:43065", + "issue:41950", + "issue:42490", "issue:43335", + "issue:43475", + "issue:43525", + "issue:43531", "issue:43550", "issue:43644", "issue:43673", "issue:43827", - "issue:43854", "issue:43931", "issue:43994", "issue:44060", "issue:44077", "issue:44190", "issue:44242", - "issue:44464", - "issue:44479", - "issue:44610", + "issue:44534", "issue:44617", "issue:44734", - "issue:44792", "issue:44855", "issue:44869", "issue:44877", "issue:44913", "issue:44933", + "issue:44964", + "issue:45072", "issue:45245", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -11669,252 +11662,231 @@ "issue:46369", "issue:46421", "issue:46617", - "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46897", - "issue:47013" + "issue:46932" ], "soft_pairs": [ + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406", "issue:44855|issue:45588", + "issue:45072|issue:46932", "issue:44869|issue:46832", - "issue:43827|issue:43994", "issue:45245|issue:46858", "issue:45632|issue:46617", - "issue:29870|issue:35141", + "issue:43827|issue:43994", "issue:46082|issue:46697", "issue:43673|issue:46421", + "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43931|issue:44060", + "issue:44242|issue:46897", "issue:43644|issue:44913", "issue:25251|issue:27957", - "issue:44242|issue:46897", "issue:43335|issue:44855", - "issue:44077|issue:44877", "issue:44933|issue:45362", + "issue:44077|issue:44877", "issue:45563|issue:45584", "issue:45381|issue:46369", "issue:43550|issue:44190", - "issue:41720|issue:45245", - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:43335|issue:44190", - "issue:45588|issue:47013", - "issue:43854|issue:44792", - "issue:39692|issue:44190", - "issue:44617|issue:46369", - "issue:45381|issue:46655", - "issue:44464|issue:45563" + "issue:41720|issue:45245" ], - "prepared_review_unit_hash": "91febc8c40513042f1fb997814aa2e152e934df9ba2ad2fe131804173f2343bf", + "prepared_review_unit_hash": "d65b83663d9fc20ad72b5daa58652d1d00003c1b150f8a82d1aa943ab4cdca5a", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated bug reports, docs issues, and test failures across different models and code paths. None of the soft pairs look like the same underlying fix, so all candidate edges are rejected. There is no meaningful canonical issue/PR here.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share a single concrete root cause.", + "summary": "No soft-edge pair looks like the same underlying bug or change; the set is a loose collection of unrelated issues across pipelines, configs, cache handling, generation, and model-specific regressions.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45632 is the most concrete, narrowly-scoped framework bug in the set, with a clear cache-path collision repro and an obvious code-path to fix.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue: the cluster does not form a true duplicate set, so there is no strong representative anchor.", + "best_issue_reason": "issue:45632 is the strongest representative issue: specific, reproducible, and actionable, without being overly model-specific or vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different code paths: pipeline processor lookup vs a SAM3 vision encoder attribute error; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "One is a missing config attribute (`pad_token_id`), the other is a `sliding_window` issue in Qwen3-MoE; unrelated failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/state persistence, but one is a v5 buffer-initialization regression and the other is `rotary_pct` not surviving reload; distinct bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure vs multimodal model loading failure; not the same underlying problem." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize vs import warning on trailing-slash local paths; different behaviors and fixes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs missing `_tokenizer` on `Gemma4Processor`; unrelated serve bugs." + }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different bugs: Python import/parsing failure vs flash-attention crash." + "reason": "Python import/parsing failure in DebertaV2 vs flash-attention `s_aux=None` handling; different subsystems and causes." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Unrelated issues: Whisper timestamp decoding vs RT-DETR forward shape mismatch." + "reason": "Both are dtype-related, but they affect different models/components and have different concrete failure modes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Docs cleanup about removed pipeline() references vs a runtime SigLIP2 correctness issue." + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; unrelated model-specific bugs." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Different failure modes: category-count limit vs cache length tensor arithmetic." + "reason": "Category-cardinality overflow vs device-tensor slice arithmetic in static cache; not the same issue." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both mention trust_remote_code/cache, but one is a path collision and the other is a missing-file error." + "reason": "Both touch trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not clearly the same code-path bug." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Generation attention-mask error vs output embedding reinitialization on resize." + "reason": "Docs still referencing removed pipeline APIs vs incorrect outputs from AutoModel/pipeline usage; one is documentation drift, the other is runtime inference behavior." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Llama config validation bug vs Swin2SR image padding bug." + "reason": "Llama config validation for `head_dim` vs Swin2SR image over-padding; no shared underlying bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init." + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5 and the other is lazy cache init causing recompilation; too different to merge." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "`decoder_attention_mask` initialization bug in BART generation vs output-embedding reinit on resize; different modules and symptoms." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM vs Whisper empty-transcription decode edge case." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription crash; unrelated failures." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen families and different problems: weight-shape mismatch vs tied-weights warning." + "reason": "Weight-shape mismatch on model load vs tied-weights warning incorrectly linking tensors; different Qwen issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss vs double-shift training-loss bug; both are loss-related but not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload behavior." + "reason": "Non-persistent buffer junk in v5 vs `rotary_pct` not persisting on reload; both serialization-ish but distinct issues." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Top-k pipeline output nesting bug vs Flash Attention 2 support issue." - }, - { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "Different training-loss bugs in different models; same broad area but not the same code path." + "reason": "Pipeline output nesting change vs Flash Attention 2 support issue for XLMRoberta; unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config bug vs Deberta import/IndentationError." + "reason": "Sparse-layer construction bug vs Python 3.13 import parsing error; unrelated." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "PatchTSMixer post_init policy vs strict config loading for granite_speech." + "reason": "Missing import from `image_utils` vs Qwen3.5 chat crash; different problems." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Missing import error vs Qwen chat crash; no shared root cause." + "reason": "`post_init` policy issue in patchtsmixer vs strict-config rejection for granite_speech; not the same underlying bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning in paged generate vs Whisper empty transcription failure." + "reason": "Stale warning for `num_return_sequences` vs Whisper crash on empty transcription; different generation bugs." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position bug vs Sam3-LiteText memory overflow." + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input vs memory overflow in sam3-litetext; not the same issue." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile/SDPA model bug vs dataset-loading script failure." + "reason": "`torch.compile`/SDPA crash in Bamba-9B-v2 vs local dataset loading failure; unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert in device mapping vs category-count overflow; unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression in Qwen VL models vs KV-cache continuation indexing bug." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Sam3 pixel-decoder placeholder layer vs OmDet-Turbo input-size mismatch." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "Sparse-layer creation bug vs local dataset loading issue." - }, - { - "left": "issue:45588", - "right": "issue:47013", - "accept": false, - "reason": "Flash-attention sink-less crash vs xLSTM state-unpacking bug." - }, - { - "left": "issue:43854", - "right": "issue:44792", - "accept": false, - "reason": "GLM unit-test load failure vs Janus image-generation test failure." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 docs/quantization issue vs dataset-loading script failure." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both are SAM3 memory problems, but different model variants and likely different causes." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Different video-processor bugs in different model families." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Compiled-forward generation inconsistency vs a stale warning about num_return_sequences." - }, - { - "left": "issue:46832", - "right": "issue:45563", - "accept": false, - "reason": "RT-DETR feature-level error vs a paged-generate warning; unrelated." + "reason": "CUDA assert during Qwen3 auto device mapping vs category-count overflow; completely different failures." } ] }, @@ -11930,299 +11902,288 @@ "component_index": 1, "component_count": 26, "review_unit_index": 39, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", - "issue:32090", - "issue:35141", - "issue:36246", - "issue:38617", - "issue:41628", - "issue:42175", - "issue:42796", + "issue:39692", + "issue:43065", "issue:43295", - "issue:43404", + "issue:43335", "issue:43526", "issue:43540", "issue:43643", "issue:43673", "issue:43854", "issue:44112", + "issue:44190", "issue:44246", - "issue:44279", "issue:44462", + "issue:44464", + "issue:44479", "issue:44496", "issue:44521", + "issue:44610", + "issue:44617", "issue:44734", "issue:44737", "issue:44779", + "issue:44792", "issue:44938", "issue:44964", "issue:45003", "issue:45127", - "issue:45216", "issue:45276", "issue:45290", "issue:45357", "issue:45381", "issue:45542", + "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", - "issue:46234", + "issue:46369", "issue:46489", + "issue:46655", "issue:46697", "issue:46752", - "issue:46858" + "issue:46858", + "issue:47013" ], "soft_pairs": [ + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:45127|issue:45357", + "issue:44464|issue:45563", "issue:43295|issue:45276", + "issue:44779|issue:46489", "issue:44112|issue:45600", "issue:43540|issue:44734", - "issue:44779|issue:46489", "issue:45290|issue:46752", "issue:45276|issue:45584", - "issue:43526|issue:46697", "issue:44521|issue:45381", - "issue:25251|issue:29870", + "issue:43526|issue:46697", "issue:44737|issue:45803", - "issue:44938|issue:45542", + "issue:25251|issue:29870", "issue:44462|issue:45907", - "issue:43854|issue:44964", + "issue:44938|issue:45542", "issue:43673|issue:46858", - "issue:44246|issue:45003", + "issue:43854|issue:44964", "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:27957|issue:35141", - "issue:45632|issue:46234", - "issue:42175|issue:44279", - "issue:44112|issue:44964", - "issue:42796|issue:44521", - "issue:32090|issue:35141", - "issue:36246|issue:41628", - "issue:43404|issue:45216", - "issue:46082|issue:46121", - "issue:36246|issue:38617" + "issue:44246|issue:45003", + "issue:44964|issue:45600" ], - "prepared_review_unit_hash": "3b605183094107eb353d2fa8dfe3ecbd7638eaa6949681ef020bd91689f83fbe", + "prepared_review_unit_hash": "52ecb01d227acc36aa247b7c607acab539bef4afb1f801befbca9708f07aafb6", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36598, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pair in the DeepSeek tokenizer regression family. No pull request duplicates are present.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44779 is the best representative of the only near-duplicate subgroup here: a v5 tokenizer regression affecting DeepSeek-family models. It is broader than the more specific DeepSeek-Coder v1 report.", + "summary": "These items are mostly distinct bug reports across different models, processors, and code paths. None of the soft pairs are strong enough to merge as duplicates, so I\u2019d keep them separate and use the most broadly representative active issue as the canonical anchor.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the most active and broadly relevant report here, with the highest inbound references and discussion, and it captures a clear user-facing multimodal bug.", "canonical_pr_reason": null, - "best_issue_reason": "44779 is the clearest umbrella report for the tokenizer regression, while 46489 reads like a specific follow-up/gap in the same fix path.", + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, currently open, and has the strongest evidence of being a central tracker for a real bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different models and different bugs: LoRA/extended-vocab weight collapse vs incorrect visual encoder keys in save_pretrained." + "reason": "Both involve generation/video-adjacent behavior, but they describe different failures in different subsystems: video-input regression vs KV-cache continuation indexing." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Both involve multimodal/model resizing, but the concrete failures differ: processor.tokenizer regression vs gemma4 resize_token_embeddings not updating tied components." + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other about processor/model input-size mismatch for OmDet-Turbo; these are separate bugs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference; unrelated code paths." + "reason": "Sparse-layer creation in SwitchTransformers and local dataset loading in an example script are unrelated issues." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3OmniMoe video input validation vs serve/KV-cache tensor indexing." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression on v5/v5+ producing incorrect outputs; 46489 looks like a specific instance or gap in the same fix path." + "reason": "Both are runtime crashes, but they come from different code paths and models: flash_attention sink handling vs xLSTM return_last_states unpacking." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same concrete bug." + "reason": "These are different model-loading/test failures for different models; no clear shared underlying bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Unrelated model-resize behavior vs Whisper empty-transcription generation failure." + "reason": "Doc-example errors for SigLIP2 are unrelated to a local dataset loading failure in an image-classification script." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Different image processors and different bugs: label reduction vs over-padding." + "reason": "Both mention memory issues in SAM3-family models, but they affect different model variants and are not clearly the same code-path problem." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both are multimodal-related, but assistant mask generation and Qwen2.5-VL vision_position_ids are different concrete failures." + "reason": "Both concern video preprocessing, but the titles point to different bugs: incorrect position ids vs incorrect padding calculation." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Completely different issues: pipeline top_k output shape vs Bart decoder_attention_mask initialization error." + "reason": "Model collapse after LoRA merge and incorrect visual encoder keys on save_pretrained are different failures in different workflows." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "XLNet device placement bug and Fuyu exception handling bug are unrelated." + "reason": "Chunked-generation output inconsistency and a stale warning for num_return_sequences are not the same bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch install are different dependency/environment problems." + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating related Gemma4 weights are distinct issues." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API bugs." + "reason": "Both are DeepSeek tokenizer regressions, but the titles describe different affected families and one is tied to a specific fix gap; not enough to treat as one bug." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are model-loading issues, but for different models and likely different root causes." + "reason": "A stale CI device-override test failure and a broken auto_mappings reference are unrelated CI problems." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both involve cache/generation internals, but one is missing cache in v5 chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." + "reason": "Video-input ValueError in Qwen3OmniMoe and serve-time KV-cache continuation crash are separate failures." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Import latency and unsafe sys.modules access are not the same bug." + "reason": "Both hit apply_chat_template, but one is about tool-call assistant messages and the other is an empty-list IndexError; different edge cases." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "One is missing fields with trust_remote_code config loading; the other is an unrecognized model/config missing model_type." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model-specific bugs." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Different targets entirely: Phi-4 multimodal loading vs removed Sam3LiteText config references." + "reason": "Both involve multimodal/chat-template behavior, but one is assistant mask generation and the other is video position ids for Qwen VL." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize." + "reason": "BEiT Fast labels reduction and Swin2SR over-padding are different image-processor bugs." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Cache-path collision for trust_remote_code and missing falcon_mamba availability helper are unrelated." + "reason": "XLNet CPU tensor allocation and a bare-except swallowing errors in Fuyu batch conversion are unrelated implementation issues." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "The first is specifically about tf backend packaging in the torch extra; the second is too vague and not clearly the same packaging issue." + "reason": "Pipeline top_k nesting and Bart generate() decoder_attention_mask UnboundLocalError are different bugs in different parts of generation." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository/loader behaviors." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." + "reason": "Python 3.14 import failure and undefined tf backend due to tensorboard-only install are unrelated environment/setup issues." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Trainer broadcast TypeError and token embedding reinitialization are unrelated." + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq-length issue in static cache arithmetic." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "A missing submodule export and a missing top-level AutoImageProcessor import are not clearly the same underlying issue." + "reason": "Two different model-loading failures for different checkpoints; no evidence they share the same root cause." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Weight-tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific issues." + "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model_type in config.json are separate config-loading problems." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation bugs." + "reason": "Slow import and unsafe sys.modules access are not the same bug, even if both touch import-time code." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Different missing imports in different modules; not the same code path." + "reason": "Phi-4 multimodal loading failure and broken Sam3LiteText auto-mapping references are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster read is grounded in the packet. The DeepSeek pair is the only plausible duplicate subgroup, and the summary stays conservative about the rest being heterogeneous. No pull-request duplicates appear in the packet, so that statement is also supported." - }, - "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 }, @@ -12231,310 +12192,303 @@ "component_index": 1, "component_count": 26, "review_unit_index": 40, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", "issue:41950", + "issue:42175", + "issue:42796", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", + "issue:43404", "issue:43441", - "issue:43479", "issue:43526", "issue:43531", "issue:43582", "issue:43650", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", + "issue:44112", "issue:44220", "issue:44279", "issue:44295", - "issue:44327", "issue:44336", "issue:44496", "issue:44521", "issue:44683", "issue:44792", - "issue:44933", + "issue:44964", "issue:44987", "issue:45042", "issue:45083", "issue:45216", "issue:45335", - "issue:45375", - "issue:45405", "issue:45446", - "issue:45584", - "issue:45588", "issue:45593", "issue:45600", + "issue:45632", "issue:45759", - "issue:46123", - "issue:46369", + "issue:46082", + "issue:46121", + "issue:46234", "issue:46424", "issue:46506", - "issue:46515", - "issue:46693", - "issue:46752", "issue:46932" ], "soft_pairs": [ + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:46082|issue:46121", "issue:43531|issue:45600", "issue:44295|issue:46506", "issue:41950|issue:44016", "issue:43673|issue:46424", + "issue:43650|issue:44220", "issue:43582|issue:46932", "issue:43295|issue:45335", - "issue:43650|issue:44220", "issue:43976|issue:44987", "issue:45083|issue:46506", "issue:44016|issue:44220", - "issue:44496|issue:45042", "issue:43526|issue:43901", - "issue:44683|issue:45446", + "issue:44496|issue:45042", + "issue:43673|issue:44336", "issue:43901|issue:44496", + "issue:44683|issue:45446", "issue:42907|issue:43441", - "issue:43673|issue:44336", "issue:43381|issue:45593", "issue:44496|issue:45759", "issue:43976|issue:44279", - "issue:44792|issue:46424", - "issue:43441|issue:45588", - "issue:43824|issue:44933", - "issue:44016|issue:44062", - "issue:44521|issue:46693", - "issue:44279|issue:46515", - "issue:43479|issue:45375", - "issue:45335|issue:45584", - "issue:46123|issue:46369", - "issue:44327|issue:46752", - "issue:43299|issue:45216", - "issue:44279|issue:45405" + "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "c5d6990039d915df20157ab0c5e9e831cfa34b5f34d012c22f9fa6d4614afa2e", + "prepared_review_unit_hash": "c884700ff578b33233a17fdb87ea9a50d36778eea182646e539639a1f940d7d6", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "soft_pair_count": 30, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of mostly unrelated Transformers issues, with only superficial overlap around multimodal/model-loading/generation regressions. I don\u2019t see any true duplicate pairs among the soft edges; they share broad themes but not the same concrete bug or code path.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous; the soft-edge pairs mostly share only broad subsystem keywords, not the same concrete bug. No pair is safe to merge as duplicates on the available evidence.", + "confidence": 0.12, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is open, has multiple inbound references, and describes a concrete reproducible bug with multimodal assistant masks.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative of the cluster because it is a concrete, actively discussed multimodal pipeline bug and sits near the center of the broader multimodal/regression theme, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:44521 is the best representative issue because it is active, well-discussed, and narrowly describes a specific failure mode that could be actioned directly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/cache-related in name only; one is a trust_remote_code cache-path collision, the other is a missing utility export. Different bug and fix." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about TensorFlow not being included in the torch extra, the other is a generic dependency issue. Not the same underlying problem." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is unrelated to a model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer/multimodal behavior, but one is a BPE-marker tokenizer bug and the other is assistant mask generation in apply_chat_template." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they concern different symbols and different modules; no shared fix is evident." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to token embedding resizing/post-init reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; same symptom class, but not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list conversion are separate configuration-validation issues." + }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different bugs: one is a Qwen3-MoE sliding_window behavior issue, the other is stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Qwen3-MoE sliding window behavior and auto_mappings referencing removed configs are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Unrelated failures: reading a registered position_ids buffer vs divergent PPDocLayoutV3 CPU/CUDA outputs." + "reason": "A buffer/position_ids read error is not the same as CPU/CUDA output divergence." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different domains: video-classification processor lookup vs a notebook syntax error." + "reason": "A pipeline looking for image processors is unrelated to a notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is a GenerationMixin cache regression during chunked prefill and the other is a config field only honored for Quantized Cache." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is a max_cache_length policy bug for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text and a _torch_extract_fbank_features bug are clearly unrelated." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Different problems: Apple Silicon TypeError in caching_allocator_warmup vs Gemma4 dtype casting for quantized embedders." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype casting are different failures and fixes." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "One is a processor/tokenizer regression for multimodal inputs, the other is resize_token_embeddings not updating decoder.embed_tokens in t5gemma." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "No relation beyond vague data/feature wording; one is an empty issue title, the other is a torch fbank extraction bug." + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are separate model/API bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Different compatibility issues: Python version support in Transformers 5.1.0 vs loading a specific model on transformers>=5.1.0." + "reason": "Python version compatibility and a model-loading failure for a specific repo are unrelated." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different code paths: helper output-length computation in qwen3_omni_moe vs model output differences between CPU and CUDA." + "reason": "A helper returning unexpected feature lengths is not the same as CPU/CUDA numerical divergence." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction bug; no shared root cause." + "reason": "Notebook syntax error and audio feature extraction bug do not share a concrete code-path failure." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both are model-loading/processor-adjacent, but one is an unrecognized model config and the other is an image-processor torchvision dependency regression." + "reason": "BEiT image processor label reduction and pipeline docs mismatch are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a TextClassificationPipeline docs mismatch." + "reason": "Unrecognized model config and PIL backend torchvision dependency are different load-time issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 is a different issue from the AuxRequest PyTorch version check." + "reason": "Generation cache behavior and ANSI codes in loading_report are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores do not match an unrecognized-model config loading failure." + "reason": "Docs mentioning return_all_scores and model config recognition are not the same bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Different model families and failure modes: saving dequantized Ministral/Devstral vs FlashAttention on Ministral-3." + "reason": "Both are in flex_attention, but one is a compiled flex_attention failure on torch >=2.9 and the other is a version-check/import bug for AuxRequest; not enough to merge." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Generation cache regression and ANSI coloring in loading_report are unrelated." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral are different underlying problems." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is a separate training-mode bug from D-FINE skipping auxiliary losses." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config loading is not the same as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." + "reason": "Unrecognized model config and AutoModelForCausalLM.from_config unwrapping text_config are distinct model-loading/configuration issues." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility issue and generic dependency issue are too vague and do not share a concrete code path." + "reason": "Python support regression and a dependency issue are too broad and do not point to the same bug." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length only being honored for Quantized Cache." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Ministral-3 FlashAttention failure is distinct from the flash_attention.py AttributeError on s_aux=None for sink-less models." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a missing image_utils import." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." - }, - { - "left": "issue:44521", - "right": "issue:46693", - "accept": false, - "reason": "apply_chat_template assistant_mask generation is a different path from FA2 long-context performance regression." - }, - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "Generic dependency complaint does not match the torch 2.4.1 incompatibility reported in the other issue." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Phi4MultimodalConfig default initialization bug is unrelated to Qwen3_5MoeVisionConfig dropping deepstack_visual_indexes." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "t5gemma embedding resize issue is unrelated to Whisper empty transcription after align_special_tokens." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "MaskGenerationPipeline dropping the final partial batch is a different bug from sam3-litetext memory overflow." - }, - { - "left": "issue:44327", - "right": "issue:46752", - "accept": false, - "reason": "QA decode_spans top-k bounds error is unrelated to apply_chat_template crashing on an empty list." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency issue is not the same as bumping MIN_PEFT_VERSION before it exists on PyPI." + "reason": "A failed janus image generation test is unrelated to cache max length semantics." } ] }, @@ -12550,15 +12504,14 @@ "component_index": 1, "component_count": 26, "review_unit_index": 41, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -12567,46 +12520,58 @@ "issue:43381", "issue:43441", "issue:43479", - "issue:43525", "issue:43577", "issue:43650", "issue:43653", - "issue:43854", + "issue:43824", "issue:43901", "issue:43976", "issue:44016", + "issue:44062", "issue:44075", - "issue:44242", - "issue:44291", + "issue:44279", + "issue:44327", "issue:44351", "issue:44368", - "issue:44462", "issue:44466", - "issue:44683", + "issue:44521", "issue:44779", + "issue:44933", "issue:45020", - "issue:45081", - "issue:45200", "issue:45216", "issue:45276", "issue:45278", + "issue:45335", "issue:45357", + "issue:45375", "issue:45405", - "issue:45542", + "issue:45584", "issue:45588", "issue:45593", - "issue:45656", "issue:45812", - "issue:45823", - "issue:45834", - "issue:45907", "issue:46082", + "issue:46123", "issue:46209", + "issue:46369", "issue:46399", "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752", "issue:47000" ], "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:39692|issue:43901", "issue:42796|issue:43650", @@ -12617,221 +12582,213 @@ "issue:43976|issue:45405", "issue:41950|issue:45020", "issue:46082|issue:46512", - "issue:43381|issue:47000", - "issue:44466|issue:45276", - "issue:44779|issue:45812", "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43381|issue:47000", "issue:43653|issue:45593", - "issue:44242|issue:45200", - "issue:43650|issue:46209", - "issue:41950|issue:45823", - "issue:43299|issue:43854", - "issue:44462|issue:45081", - "issue:45588|issue:47000", - "issue:44016|issue:44291", - "issue:44683|issue:45542", - "issue:43479|issue:43525", - "issue:43441|issue:45834", - "issue:33290|issue:45656", - "issue:45081|issue:45907" + "issue:43650|issue:46209" ], - "prepared_review_unit_hash": "a1c3a9cb2cfa7441ea5dc479c930919211b45055e436750e7db58b46e5116706", + "prepared_review_unit_hash": "eb6f8c4d9fbb45fcfc8e83044aa205a1448f3a0953f5d8c2135f81fb27cb088c", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35341, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "serialized_chars": 35236, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/config issues, optimizer/deepspeed bugs, docs problems, and model-specific load/save failures. I don\u2019t see any pair that looks like the same underlying bug/change, so I rejected all soft edges.", - "confidence": 0.98, - "canonical_issue_reason": "No true canonical duplicate exists in this set; if one issue must anchor the cluster, issue:43295 is the clearest self-contained regression report with a concrete repro and code path.", + "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, config, pipeline, documentation, and regression bugs. Only the HybridCache import failure looks plausibly like a duplicate of the broader post-upgrade import-breakage report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the closest umbrella here: a broad post-upgrade import-regression report that can absorb specific missing-export complaints such as HybridCache. The other issues are mostly narrower or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the most actionable single issue: it describes a specific regression, a plausible failure mode, and a focused fix surface. The rest are mostly separate model- or subsystem-specific bugs.", + "best_issue_reason": "issue:45278 is the best representative issue for this cluster because it is the broadest and most reusable duplicate target; the rest are either different subsystems or model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are tokenizer-related regressions, but 43295 is about processor/tokenizer API handling in custom multimodal code, while 44779 is a DeepSeek tokenization correctness bug. Different code paths and fixes." + "reason": "Both involve flash-attention, but the reported failures differ: one is a Ministral-3 model-specific RC regression, the other is an AttributeError on sink-less models in flash_attention.py." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both touch docs, but 39692 is a SigLIP2 example/model-processor mismatch plus quantization failure, while 43901 is stale TextClassificationPipeline docs. Not the same bug." + "reason": "Unrelated bugs: one is a notebook syntax error, the other is a tokenizer AddedToken keyword-argument error." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "42796 is a specific Ministral tokenizer BPE-marker bug; 43650 is not a real technical report about the same area. No shared underlying issue." + "reason": "Both are import errors, but they target different symbols/modules and don\u2019t read like the same underlying breakage." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different model/config failures with different fixes." + "reason": "Different problems: multimodal chat-template masks vs a long-context FA2 performance regression." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "SGD args being ignored in optimizer handling is unrelated to the Qwen3.5 tie_word_embeddings warning during ms-swift fine-tuning." + "reason": "Only loosely both dependency-related; one is a package dependency issue, the other is a torch compatibility problem." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are separate code paths and symptoms." + "reason": "Both are config-related, but they affect different model families and different config fields/initialization bugs." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Missing HybridCache import is a specific symbol export issue; 45278 is a broad post-upgrade import break with many possible causes. Not the same concrete bug." + "reason": "Different code paths: embedding resize propagation for t5gemma vs Whisper generation failing after align_special_tokens." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Python version compatibility break is unrelated to the MIN_PEFT_VERSION bump to an unreleased release." + "reason": "Pipeline batching logic bug vs model memory overflow; no shared underlying defect." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Video-classification pipeline looking for image processors and remote_code breakage are different subsystem problems." + "reason": "Both are edge-case crashes, but in different pipelines and with different failure modes (top-k bounds vs empty list handling)." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "One is a config validation error around head_dim; the other is stale model.config.dtype after from_config(dtype=...). Different bug surface." + "reason": "Same model family, but one is a loading regression and the other is an incorrect save_pretrained checkpoint layout; not the same bug." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Gradient checkpointing being disallowed in eval mode and RTDetrLoss cost-matrix infeasibility are unrelated training/runtime failures." + "reason": "Different dependency concerns: a general transformers dependency issue vs an unreleased MIN_PEFT_VERSION bump." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings not updating layer embeddings are both weight-handling issues, but they are not the same concrete bug." + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer/image-input API break and the other is Deepseek tokenization corruption." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization behavior and the other is Granite AutoTokenizer ID generation. Different models and fixes." + "reason": "Both mention docs, but they are unrelated documentation problems with different APIs and symptoms." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Qwen3VL Moe loading failure and Qwen3.5 save_pretrained visual key regression are separate Qwen-specific issues with different failure modes." + "reason": "Clearly unrelated: a Ministral tokenizer BPE-marker bug vs a vague non-technical issue asking for data." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated tokenizer vs model-loss bugs." + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs a Qwen3.5 kernel registration error." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Missing load balancing loss when output_router_logits=False and Gemma4 mm_token_type_ids defaulting to zeros are different model behaviors and code paths." + "reason": "No meaningful overlap: SGD optimizer arguments vs a tied-embeddings warning in Qwen fine-tuning." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "No meaningful overlap: one item is effectively noise, the other is an FP8 inference failure on B200 hardware." + "reason": "Different regressions: dtype propagation in Blip2 loading vs incorrect Qwen3.5 checkpoint saving." }, { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated bugs." + "left": "issue:44351", + "right": "issue:45278", + "accept": true, + "reason": "This looks like the same post-upgrade import/export regression: 44351 is a specific missing import (HybridCache), while 45278 is the broader report of many import errors after upgrading." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure involve different models and different loading paths." + "reason": "Python version compatibility issue vs an unreleased dependency version bump; not the same defect." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they are distinct concrete failures with different root causes." + "reason": "Different failures in different areas: video-classification processor selection vs remote_code breakage in recent versions." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "FlashAttention crashing on s_aux=None and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." + "reason": "These are not duplicates: one is a config constructor validation issue, the other is stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Same general Qwen3.5 area, but different operations and symptoms: loading failure vs incorrect save_pretrained visual-encoder keys." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend errors are unrelated." + "reason": "Both are tokenizer regressions, but for different model families and likely different tokenization code paths." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Phi4MultimodalConfig default-initialization and Llama4Config missing pad_token_id are different config-class bugs." + "reason": "Related only at a high level (weights/embeddings), but one is serialization tied-weight inconsistency and the other is resize_token_embeddings not propagating in gemma4." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are model-specific and unrelated." + "reason": "Completely different bugs: gradient checkpointing in eval mode vs RTDetrLoss infeasible cost matrix." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both mention deepspeed/optimizer, but Adafactor OOM and optimizer.step being called twice are different bugs with different fixes." + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying issue." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated utility/tokenizer issues." + "reason": "Non-comparable issues: a placeholder/misfiled report vs an FP8 inference failure on B200." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster summary matches the packet: most pairs are clearly different bugs, and the single accepted pair (44351 \u2194 45278) is a plausible broad-import-regression duplicate. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12840,296 +12797,289 @@ "component_index": 1, "component_count": 26, "review_unit_index": 42, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:41628", + "issue:33290", + "issue:41950", "issue:42175", - "issue:42796", "issue:42994", + "issue:43299", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", - "issue:43643", "issue:43673", "issue:43723", "issue:43761", "issue:43824", + "issue:43854", "issue:43881", "issue:43901", "issue:43976", "issue:44016", "issue:44162", "issue:44186", - "issue:44188", + "issue:44242", "issue:44246", "issue:44261", "issue:44263", + "issue:44291", "issue:44336", - "issue:44373", - "issue:44496", - "issue:44589", + "issue:44462", "issue:44623", "issue:44671", + "issue:44683", "issue:44749", "issue:44779", - "issue:45083", + "issue:45081", "issue:45103", - "issue:45325", - "issue:45362", + "issue:45200", "issue:45372", "issue:45397", "issue:45542", + "issue:45588", "issue:45600", + "issue:45656", "issue:45712", - "issue:45800", "issue:45823", + "issue:45834", "issue:45859", - "issue:46291", - "issue:46399", - "issue:46655", - "issue:46726", + "issue:45907", "issue:46851", "issue:47000" ], "soft_pairs": [ - "issue:42994|issue:43317", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:33290|issue:45656", + "issue:43479|issue:43525", + "issue:43441|issue:45834", + "issue:45081|issue:45907", "issue:44336|issue:46851", + "issue:42994|issue:43317", "issue:45103|issue:45372", "issue:44623|issue:44749", "issue:45859|issue:46851", - "issue:42175|issue:43976", "issue:44261|issue:44263", + "issue:42175|issue:43976", "issue:45600|issue:45712", "issue:44623|issue:45397", "issue:43901|issue:44246", "issue:44671|issue:44779", "issue:43673|issue:43761", - "issue:43723|issue:44162", "issue:43525|issue:43881", + "issue:43723|issue:44162", "issue:44186|issue:47000", "issue:43824|issue:43976", - "issue:44016|issue:45823", - "issue:42796|issue:43441", - "issue:45542|issue:45800", - "issue:44188|issue:44336", - "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:44336|issue:44373", - "issue:45325|issue:46851", - "issue:46655|issue:46726", - "issue:46291|issue:46399", - "issue:44246|issue:44496", - "issue:41628|issue:43976", - "issue:45083|issue:46851" + "issue:44016|issue:45823" ], - "prepared_review_unit_hash": "951a1d289b32d722d26415c008ccac2f87919ca7261f91fd6668a58c65c58861", + "prepared_review_unit_hash": "df2d934519a6978d5183188e2d1293754a9e845a2f902311c130de8ddb8f1775", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36377, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 28, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The only recurring pattern is broad v5-era auto-loader regressions, so I used a generic loading bug as the representative issue. None of the soft pairs look like the same concrete bug/change.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43723 is the broadest representative of the recurring v5 auto-loading breakages (tokenizer/config/processor import/load regressions).", + "summary": "The cluster is heterogeneous: these are mostly unrelated Transformers v5 regression reports across loading, tokenizers, configs, attention, and docs. None of the soft edges look like true duplicates, so I would not merge any pair.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate target stands out; the items span distinct bug classes and model families, so collapsing the cluster would be unsafe.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is user-facing, concrete, and the closest match to the small subset of generic loader-related issues in this cluster.", + "best_issue_reason": "issue:43824 is the best representative anchor: it is a concrete, user-facing v5 model import/load failure with notable discussion and inbound references, making it the clearest core regression among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Related quantization/offload space, but one is save-time failure and the other is load-time dequantized offload behavior." - }, - { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Unrelated subsystems: ANSI color output in reporting vs variable-length position_id handling." + "reason": "Different bugs: router-load balancing loss omission vs Gemma 4 multimodal text-only token IDs defaulting." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Docstring generation crash from future annotations is unrelated to a mistral_common import error in Gemma 4 loading." + "reason": "Different subsystems and failures: video pipeline processor lookup vs Gemma4 PLE device mismatch in forward." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Processor save_pretrained missing files and a Chinese-reported slowdown are different bugs with no shared code path." + "reason": "Both are model-loading regressions, but they affect different models and root causes (Qwen3VL MoE loading vs GLM-4.7 test loading)." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both touch position/rotary logic, but one is CPU-offload incompatibility and the other is variable-length input handling." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same bug." + "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError during model loading." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Different model internals and failures: missing rms_norm_eps precision drift vs torch.split return behavior." + "reason": "Different concrete failures: flash_attention sinkless-model AttributeError vs RTDetrLoss infeasible cost matrix." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class leakage/check failures." + "reason": "Torch 2.9 flex_attention compilation failure is unrelated to the missing TensorFlow/backend dependency issue." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Save-pretrained file omission and zero3 from_pretrained behavior are different code paths and symptoms." + "reason": "Both mention DeepSpeed/optimizer behavior, but one is Adafactor OOM and the other is a double-step bug; not the same bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Documentation mismatch is unrelated to intermittent slow import behavior." + "reason": "Phi4MultimodalConfig None-default initialization and Llama4Config missing pad_token_id are distinct config bugs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Different models and different regressions: masked LM prediction errors vs tokenizer output changes." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Generation cache regression and CLIPVision hidden_states regression are unrelated model behaviors." + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; completely different code paths." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Generic tokenizer loading issue vs ESM2-specific breakage; not the same concrete bug." + "reason": "ANSI output issue in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both are loading failures, but one is a missing config attribute and the other is a model-specific load failure." + "reason": "Quantized model saving failure and dequantized-model offload loading failure are different problems." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." + "reason": "auto_docstring annotations crash is unrelated to the ReasoningEffort import error in gemma processor loading." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "ImportError for a model class is unrelated to Python-version support issues." + "reason": "Processor save_pretrained missing files and Chinese text-filter slowdown are unrelated bugs." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids regression." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." + "reason": "These touch GLM/MoE areas but the failures differ: missing rms_norm_eps precision issue vs torch.split return-value handling." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend resolution is unrelated to a torch/transformers version incompatibility." + "reason": "TensorFlow not installed in the torch extra and Python 3.9+/3.10+ compatibility are separate packaging/runtime issues." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI codes in loading_report." + "reason": "Stale auto_mappings references and leftover dummy_pt_objects classes are different maintenance failures." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both involve missing config fields, but they come from different loaders/models and do not look like one concrete bug." + "reason": "processor.save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Storage type resolution failure and Qwen3.5 chat crash are unrelated." + "reason": "Docs mismatch about return_all_scores is unrelated to intermittent import slowness." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "ANSI color output bug and wrong docstring content are unrelated." + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer output regression are different model-specific issues." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both mention position_ids, but they affect different Qwen models and different logic." + "reason": "Chunked-prefill cache issue and CLIPVisionModel hidden_states regression affect different APIs and code paths." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Video padding math bug and missing-vision-backend processor import error are different failures." + "reason": "Llama4Config pad_token_id absence and glm-4v-9b loading failure are not the same bug." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Kernel package version/revision requirement and missing decorator registration are different kernels issues." + "reason": "Tokenizer loading issue and ESM2 breakage are unrelated model/support regressions." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Slow import sometimes vs unrecognized model/config.json error are unrelated." + "reason": "LayoutLMv2Tokenizer crash and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:41628", + "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor import and Python-version support regression are not the same bug." + "reason": "Qwen2_5_VL import failure is unrelated to Python version support drift." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Different Qwen components and different computations; only superficial positional terminology overlaps." + "reason": "Notebook syntax error and Gemma4 device_map forward mismatch are different classes of failures." } ] }, @@ -13145,45 +13095,44 @@ "component_index": 1, "component_count": 26, "review_unit_index": 43, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:36246", - "issue:41950", + "issue:41628", "issue:42491", - "issue:42757", + "issue:42796", "issue:42886", - "issue:43257", - "issue:43262", "issue:43299", + "issue:43441", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", - "issue:43550", + "issue:43643", "issue:43784", - "issue:43901", - "issue:44220", + "issue:43976", + "issue:44188", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", - "issue:44451", + "issue:44373", "issue:44485", "issue:44496", - "issue:44779", + "issue:44589", "issue:44871", + "issue:44987", "issue:45003", "issue:45072", + "issue:45083", "issue:45103", - "issue:45137", - "issue:45292", + "issue:45325", "issue:45362", "issue:45397", "issue:45542", @@ -13192,262 +13141,257 @@ "issue:45588", "issue:45593", "issue:46132", + "issue:46291", "issue:46399", - "issue:46506", "issue:46614", "issue:46655", "issue:46665", + "issue:46726", "issue:46752", "issue:46821", "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851", "issue:43784|issue:45542", "issue:44297|issue:45397", "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:43526|issue:45003", - "issue:45072|issue:46829", "issue:45103|issue:46399", "issue:43540|issue:46752", + "issue:45072|issue:46829", "issue:43531|issue:45362", + "issue:45588|issue:46851", "issue:44246|issue:44871", "issue:46614|issue:46665", - "issue:42491|issue:43299", - "issue:45588|issue:46851", "issue:44295|issue:45397", + "issue:42491|issue:43299", "issue:44242|issue:45593", - "issue:45003|issue:46821", "issue:44336|issue:44485", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:44779|issue:45292", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:44451|issue:46752", - "issue:41950|issue:44220", - "issue:44496|issue:45003", - "issue:43540|issue:46655", - "issue:43262|issue:44246", - "issue:45003|issue:45561" + "issue:45003|issue:46821", + "issue:42886|issue:46132" ], - "prepared_review_unit_hash": "f4f638ca3a7fde67721057a27966bfc33375dc270cfd8e8ec4bf955c631f0ece", + "prepared_review_unit_hash": "37c246e9e1cb496c165f367a3c61820279887f527053c5e18a769136722dd9ac", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36684, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket: it contains several unrelated transformer bugs (imports, Qwen/Qwen3.5 loading, video/audio processors, deepspeed, docs, and misc runtime issues). None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.95, - "canonical_issue_reason": "issue:36246 is the clearest concrete bug report among the import-error subset, but it is only a weak representative because the cluster is heterogeneous and not a true duplicate family.", + "summary": "These issues are only loosely text-similar; they span unrelated models, subsystems, and failure modes, so none of the soft edges looks like a true duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No pair is a strong duplicate, so if one issue must represent the set, 45561 is the best stand-in because it is open, discussion-rich, and describes a concrete reproducible infrastructure bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36246 is the best single anchor by specificity and reproducibility (full traceback, explicit missing symbol), though it should not be treated as the canonical cause for the rest of the cluster.", + "best_issue_reason": "45561 is the most actionable standalone issue in the set: it is open, has the most active discussion, and presents a clear bug report with cross-references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Both are import/runtime failures, but one is a missing symbol during sentence-transformers import and the other is an undefined TF backend path; different bugs." + "reason": "Tokenizer BPE-marker handling and a Ministral FlashAttention crash are different code paths and different symptoms." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer save config mismatch and Zero3 from_pretrained loading failure are unrelated code paths and failure modes." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids behavior; both are Qwen-related but not the same defect." + "reason": "Loading a specific model on transformers>=5.1.0 and missing TensorFlow backend handling are unrelated bugs." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "A pytest-xdist file race and a stale generate() warning are different subsystems and different symptoms." + "reason": "A missing pad_token_id on Llama4Config is a different issue from trust_remote_code returning incomplete AutoConfig objects." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; no shared underlying bug." + "reason": "Missing Float8 storage support and Qwen3.5 chat crashes do not share the same underlying failure." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "dtype mismatch in inference and incorrect hidden_states assignment in an output object are distinct issues." + "reason": "Terminal-color output in loading_report and a wrong docstring are not the same bug." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration error are unrelated." + "reason": "Both mention position_ids, but they affect different Qwen models and different logic (video rope indexing vs variable-length chat inputs)." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Video input processing ValueError vs empty chat template IndexError; both are input-validation bugs, but not the same one." + "reason": "Incorrect video padding in SmolVLM and AutoProcessor backend-missing errors are different processor failures." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different behaviors in different paths." + "reason": "kernels package import/version requirements and a missing decorator in Qwen3.5 kernel registration are separate problems." }, { "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." - }, - { - "left": "issue:46614", - "right": "issue:46665", + "right": "issue:44496", "accept": false, - "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; different code paths entirely." + "reason": "A missing MoE load-balancing loss and an unrecognized model/config error are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers v5 loading regression; not the same bug." + "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." }, { - "left": "issue:45588", + "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "flash_attention sink-less s_aux=None crash and variable-length position_ids are separate Qwen3.5 failures." + "reason": "A Qwen3 Omni MoE feature helper bug is not the same as Qwen3.5 position_ids handling." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Reading a buffer-backed position_ids error and Zero3 from_pretrained failure are not the same issue." + "reason": "A NameError on importing sentence-transformers and a TensorFlow backend installation error are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses when denoising is off are conceptually similar, but they affect different models and mechanisms." + "reason": "Tokenizer config class mismatch and gemma-4 Zero3 from_pretrained failure are different bugs." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share a concrete code-path bug." + "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Terminal ANSI cleanup and GLM-5 RoPE implementation are unrelated." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior change are distinct regressions." + "reason": "BeitImageProcessorFast reduce_labels behavior and sys.modules access in modeling_utils are unrelated." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure share no concrete code path." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "DeepSeek tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Qwen3OmniMoe video-input ValueError and empty chat-template list IndexError are unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Both are ImportError reports, but they involve different missing symbols from different modules and different causes." + "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states misassignment are different issues." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate import-surface regressions." + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Docs still mentioning return_all_scores is a documentation mismatch; sys.modules access is a runtime bug." + "reason": "FlashAttention s_aux=None handling and Qwen3.5 variable-length position_ids do not share the same failure mode." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different DeepSpeed-related failures." + "reason": "MoE load-balancing loss omission and Gemma eos_token_id inconsistency are unrelated." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Model loading failure for a specific checkpoint and empty-list chat template IndexError are unrelated." + "reason": "A stale phonemizer backend after language switches and inconsistent from_pretrained behavior inside Python classes are different issues." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline/audio paths." + "reason": "position_ids buffer access and gemma-4 Zero3 loading are unrelated bugs." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Unrecognized model config loading and unsafe sys.modules access are not the same bug." + "reason": "Both involve Qwen MoE loading regressions, but they target different models and different version-compatibility failures." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and SmolVLM padding miscalculation are both video-related, but they are different concrete defects." + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss omission are different model-specific training bugs." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Audio chat-template sampling-rate default and missing load-balancing loss are unrelated." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer output regression and embedding resize propagation bug are different issues." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code paths." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Unsafe sys.modules access and xdist captured_info.txt race do not share a bug root." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." } ] }, @@ -13463,262 +13407,296 @@ "component_index": 1, "component_count": 26, "review_unit_index": 44, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:29870", - "issue:30333", "issue:36246", - "issue:42199", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", "issue:43295", - "issue:43352", "issue:43475", "issue:43526", + "issue:43540", + "issue:43550", "issue:43596", - "issue:43653", + "issue:43901", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", + "issue:44246", "issue:44295", - "issue:44368", + "issue:44351", + "issue:44451", "issue:44466", "issue:44479", + "issue:44496", "issue:44623", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", + "issue:45003", "issue:45137", "issue:45200", - "issue:45250", "issue:45292", "issue:45335", "issue:45375", - "issue:45412", "issue:45459", + "issue:45561", "issue:45600", "issue:45759", "issue:45859", - "issue:46123", - "issue:46170", "issue:46369", "issue:46399", "issue:46506", "issue:46655", "issue:46726", - "issue:46851", - "issue:46894", + "issue:46752", "issue:46897", "issue:47000" ], "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246", "issue:45375|issue:45759", "issue:44479|issue:46655", "issue:44162|issue:45200", - "issue:45292|issue:47000", "issue:44295|issue:44749", + "issue:45292|issue:47000", "issue:45859|issue:46399", "issue:45137|issue:45600", - "issue:43295|issue:45292", "issue:43475|issue:46369", - "issue:44466|issue:45335", + "issue:43295|issue:45292", "issue:36246|issue:43596", + "issue:44466|issue:45335", "issue:44242|issue:44857", "issue:44623|issue:46726", "issue:44877|issue:45375", "issue:43526|issue:46897", "issue:44038|issue:46506", - "issue:44987|issue:45459", - "issue:29870|issue:30333", - "issue:42199|issue:46851", - "issue:43526|issue:46894", - "issue:44479|issue:46170", - "issue:44060|issue:44077", - "issue:43352|issue:45250", - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:45412|issue:46123" + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "d27e6c5bb2faeffbc40c21a2dab0ba6745ce00353eb8e72f952d6a2b72de2282", + "prepared_review_unit_hash": "98589978ce3482963cdef4de299489dc1607040bbfc7ca8c54290dd7f228c3fc", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35262, - "estimated_input_tokens": 8816, - "estimated_eval_tokens": 17888 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly unrelated model-specific issues; the soft matches are false positives from shared subsystem/model names rather than the same underlying bug. No PRs are present in the set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:46894 is the strongest representative: it is open, has the most inbound references among the clearly bug-focused items, and states a concrete reproducible training-loss defect.", + "summary": "Mostly a heterogeneous collection of Transformers issues; the apparent similarities are usually just shared subsystems (Qwen, video, configs, deepspeed, processors) rather than the same underlying bug. I would not merge any soft-edge pair.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest, most representative concrete regression here: a video-input failure spanning several Qwen multimodal variants, which matches the cluster's strongest recurring theme better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the best global issue anchor because it is specific, externally referenced, and clearly actionable for triage compared with the other more fragmented reports.", + "best_issue_reason": "issue:44479 is the best single issue to keep as the representative because it is specific enough to be actionable yet broad enough to cover the main video/Qwen regression pattern in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models, different failure modes, and different code paths (torch.compile+SDPA vs CPU/CUDA output divergence)." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and embedding-resize propagation are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated dependencies." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they concern different exported objects and likely different packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline is not the same bug as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed loading, but one is about Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing crash." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and fbank feature extraction are different audio/vision pipeline problems." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the affected models and specific bugs differ; not the same underlying fix." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model loading/config resolution issue versus unsafe module lookup in modeling_utils." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "A sys.modules access bug is unrelated to the xdist captured file race." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import latency." + }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen config-related, but one is a missing field dropped by strict config and the other is an AutoModel text_config unwrapping bug; different root causes." + "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict handling and the other is text_config unwrapping in from_config; different fixes." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing regressions, but they target different model families and different code paths (Qwen video input vs SmolVLM padding)." + "reason": "Similar video domain, but different models and different root causes; too broad to treat as one bug." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues, not the same bug." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "resize_token_embeddings propagation and RTDetrLoss infeasible cost-matrix crashes are unrelated defects." + "reason": "One is a position_ids buffer access error; the other is a performance regression report." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "A position_ids buffer access error is not the same as a performance regression after upgrading Transformers." + "reason": "Embedding resize behavior and RTDetr loss infeasibility are unrelated." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embeddings and the other is a missing decorator causing kernel registration failure." + "reason": "Both concern Qwen3.5 internals, but CPU-offload incompatibility and missing decorator registration are distinct defects." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mappings references are different failures." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Processor/tokenizer regression and output_embeddings resize behavior are distinct components and bug types." + "reason": "ZeRO3 runtime failure and stale auto_mappings references are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are different symptoms with different fixes." + "reason": "SAM3 video encoder attribute loss and SAM3-lite text memory overflow are different bugs." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "One is inconsistent tied-weight serialization by device, the other is resize_token_embeddings not updating decoder embeddings; not the same issue." + "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize propagation." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A missing Qwen2_5_VLImageProcessor import and a ZeRO3/BertModel index error are unrelated." + "reason": "Importing a specific image processor and a ZeRO3/BertModel index error do not share the same code-path bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and float16 AMP crash in LwDetrImageLoss are different code paths." + "reason": "Mixture-of-experts router-loss handling and AMP/CUDA loss crash are unrelated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing save_pretrained files and AutoProcessor backend-missing error are separate processor I/O problems." + "reason": "Missing save_pretrained files and unrecognized image processor due to backend absence are different processor lifecycle issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both concern strict config handling, but one blocks granite_speech loading while the other silently drops a missing Qwen field; different bugs." + "reason": "Both mention strict config, but one is a load-blocking config compatibility issue and the other is a silently dropped field; not the same bug." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Florence2 training-loss double-shift are unrelated despite both being label-processing bugs." + "reason": "BeitImageProcessorFast label reduction and Florence2 training-loss double-shift are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "A Qwen3-VL-Moe Transformers 5.0 incompatibility is not the same as CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Qwen3-VL-Moe loading in v5.0 and CPU/CUDA divergence in PPDocLayoutV3 are different problems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast on Transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." - }, - { - "left": "issue:29870", - "right": "issue:30333", - "accept": false, - "reason": "Bart generate() mask initialization and MLflow job-status reporting are unrelated." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality errors and Qwen3.5 variable-length position_ids are different model bugs." - }, - { - "left": "issue:43526", - "right": "issue:46894", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss double-shift are not the same underlying change." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "A video-input regression and a Windows ROCm torch.distributed import/type error are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Tied-weights warning behavior and patchtsmixer post_init policy are different configuration/model concerns." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A model lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 topic." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated issues." + "reason": "Loading a specific model failing and protobuf-error handling masking tokenizer errors are not the same issue." } ] }, @@ -13734,43 +13712,46 @@ "component_index": 1, "component_count": 26, "review_unit_index": 45, - "review_unit_count": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", "issue:42886", "issue:43065", + "issue:43352", "issue:43408", "issue:43475", + "issue:43526", "issue:43540", - "issue:43643", - "issue:43646", - "issue:43701", + "issue:43653", "issue:43723", "issue:43906", "issue:43931", - "issue:43994", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", - "issue:44297", "issue:44361", "issue:44368", + "issue:44479", "issue:44483", - "issue:44623", "issue:44749", - "issue:44871", "issue:44877", - "issue:44964", + "issue:44977", "issue:44995", "issue:45103", - "issue:45137", "issue:45200", "issue:45229", + "issue:45250", "issue:45397", + "issue:45412", "issue:45563", "issue:45588", "issue:45656", @@ -13778,31 +13759,37 @@ "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", - "issue:46726", - "issue:46752", - "issue:46821", "issue:46832", + "issue:46851", "issue:46858", - "issue:47020" + "issue:46894" ], "soft_pairs": [ + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", "issue:42886|issue:45229", "issue:45397|issue:45656", + "issue:43065|issue:43408", "issue:43475|issue:43540", "issue:44877|issue:46170", - "issue:43065|issue:43408", "issue:46170|issue:46832", "issue:43723|issue:46710", "issue:44368|issue:45563", "issue:43931|issue:44368", - "issue:44995|issue:45200", "issue:44188|issue:46202", + "issue:44995|issue:45200", "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:45987|issue:46082", @@ -13811,233 +13798,514 @@ "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:44361|issue:44749", - "issue:43065|issue:46123", - "issue:43994|issue:46726", - "issue:44297|issue:44623", - "issue:46752|issue:47020", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44871|issue:46132", - "issue:43475|issue:43643", - "issue:44964|issue:45137", - "issue:43475|issue:46821" + "issue:43065|issue:46123" ], - "prepared_review_unit_hash": "bf0f172b56ca4a6f9217cb15c3a456d88695c898400b3312c095707e810e4aa8", + "prepared_review_unit_hash": "274d063cb0a321deee09ebd4d5a08e4832c1feb7d180cb33881f4a66bd3a0805", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 29, + "serialized_chars": 36609, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy semantic cluster, not a duplicate set. The items share broad Transformers/tokenizer/model-loading language, but the concrete bugs and code paths differ; reject every soft pair.", + "summary": "These soft pairs are largely cross-cutting but unrelated regressions across tokenizers, vision, generation, caching, and runtime backends. None look like the same underlying bug, so all soft edges should be rejected. The most representative issue is the cache/torch.compile regression in issue:46858.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated tokenizer, model-loading, training, cache, and pipeline regressions rather than one underlying bug.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No global best issue is suitable; the closest tokenizer-loading reports still do not represent the rest of the cluster.", - "best_pr_reason": "No pull requests are present, so there is no PR candidate.", + "canonical_issue_reason": "issue:46858 is the most concrete, self-contained bug report here: it pinpoints a specific cache.get_seq_length()/static-cache/torch.compile failure mode on non-CUDA backends.", + "canonical_pr_reason": null, + "best_issue_reason": "It has the clearest code path, precise reproduction context, and narrow scope, making it the best representative issue among otherwise unrelated reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems and failures: BART generation mask bug vs MLflow job-status reporting." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different models and symptoms: DETR cardinality error vs Qwen3.5 variable-length position_ids issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different preprocessing/training bugs in different model families; not the same code path." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a Qwen3-Next tied-weights warning, the other a patchtsmixer post_init policy issue; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency failure; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is a generic FA2 topic, not the same concrete failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup vs MaskGenerationPipeline partial-batch handling; different behaviors and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; unrelated tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in Qwen3.5 LoRA fine-tuning vs flash-attention generation failure; not the same issue." + }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma 4 mm_token_type_ids defaults are different failure modes." + "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU CUDA OOM; completely different failures." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained and double optimizer.step with deepspeed are unrelated code paths." + "reason": "Gemma4 ZeRO3 from_pretrained loading vs deepspeed optimizer stepping twice; different stages of training/runtime." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d implementation detail in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are distinct bugs." + "reason": "SAM3 video encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated model paths." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows ROCm import/dependency errors are not the same bug." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is separate from the sam3_video vs sam3_tracker warning." + "reason": "Strict config loading for granite_speech vs Windows ROCm distributed import problem; not the same bug." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows import failure and RTDetr forward feature-level TypeError do not share a code defect." + "reason": "Both mention runtime/backends, but one is an import/dependency issue and the other is an RT-DETR forward shape/type error." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different issues." + "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; different symptoms and causes." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are unrelated." + "reason": "LoRA tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); unrelated warnings." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are not duplicate symptoms." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 embedding-tying warning; different model-loading problems." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Stale indexer cache on second forward and mm_token_type_ids defaults are different bugs." + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip token issue; no shared failure path." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip token handling are unrelated." + "reason": "GlmMoeDsa second-forward stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions request rejection and Gemma pipeline token roundtrip are different code paths." + "reason": "Chat completions API rejection vs Gemma tokenizer roundtrip issue; different layers of the stack." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "A reproduction of issue 38071 and the Gemma pipeline roundtrip failure are not the same defect." + "reason": "A reproduction of another prior issue is too vague and does not match the Gemma roundtrip failure shown here." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate issues." + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention kernel divergence under torch.compile and cache lazy-init recompilation are different behaviors." + "reason": "Both mention cache/compile, but one is attention-kernel divergence and the other lazy cache init causing recompilation; different underlying bugs." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache and flash_attention s_aux=None crash are unrelated." + "reason": "Stale indexer cache on second forward pass vs flash_attention.py crash on sink-less models; unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram int support and missing chat template errors do not share a bug root." + "reason": "MPS histogram/int limitation in MoE vs missing chat template in processor; no overlap in code path." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring crash with future annotations and cache.get_seq_length device-tensor arithmetic are unrelated." + "reason": "Auto-docstring annotation handling vs cache.get_seq_length static-cache arithmetic; different components." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not duplicates." + "reason": "MLukeTokenizer AttributeError vs performance regression after upgrade; unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer and final partial-batch dropping in MaskGenerationPipeline are different problems." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "Siglip2 nonsensical outputs and missing vision-backend handling in AutoProcessor are distinct." - }, + "reason": "SAM3 pixel decoder Conv2d placeholder vs MaskGenerationPipeline batching bug; different subsystems and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:39692|issue:46726", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:46877|issue:47000", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "6578ed8b07adc85da6c351549113086d85e35b6c1abddb27fb89bb132ff4220d", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues. The pairs share broad themes like loading/config regressions, but they do not look like true duplicates or the same concrete code-path failure.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the clearest representative of the cluster\u2019s general theme: a core v5 config/loading regression with missing fields, described more generally than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best global anchor because it is a broad, central loading/config bug rather than a narrow model-specific symptom, so it best fits the cluster\u2019s apparent common thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are separate save-path bugs." + "reason": "Both involve save_pretrained metadata/output, but one is tokenizer_class mismatch and the other is processor files missing; different artifacts and code paths." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Empty-list apply_chat_template and XLMRobertaTokenizer Unigram init are unrelated tokenizer failures." + "reason": "One reports bad outputs from AutoModel/pipeline on SigLIP2; the other is a missing-vision-backend error from AutoProcessor. Different failure modes." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Upgrade-related slowdown and double optimizer stepping with deepspeed are different regressions." + "reason": "Upgrade-related slowdown vs DeepSpeed double optimizer step; unrelated symptoms and no shared concrete bug." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch and data-filtering slowdown are separate issues with no common code-path failure." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash vs XLMRobertaTokenizer/Unigram constructor type error; different components and failures." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "trust_remote_code config field loss and ESM2 being broken are different bugs." + "reason": "AutoConfig field-loss under trust_remote_code is a config-loading bug; ESM2 broken is a model-specific regression with a different path." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and duplicate optimizer steps do not overlap." + "reason": "Processor save_pretrained missing files and optimizer step being called twice are unrelated subsystems." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "eos_token_id inconsistency and AttentionInterface.register behavior changes are not the same defect." + "reason": "Gemma eos_token_id inconsistency is a config mismatch; AttentionInterface.register behavior change is a separate API behavior issue." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings and missing fields from AutoConfig trust_remote_code are separate loading issues." + "reason": "SAM3 missing attribute and AutoConfig missing fields are both field/access problems, but they hit different model/config paths and are not the same bug." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Phi-4 multimodal model loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field dropped by @strict and the other is a broader from_pretrained failure; not enough evidence of one underlying bug." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision output attribute loss and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "SAM3 encoder attribute error and TimesFM window_size AttributeError affect different model families and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations with different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a low-level kernel bug; Qwen3.5 variable-length position_ids is a model input-handling bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different startup failures." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and missing torchvision backend error are separate issues; one is documentation/example quality, the other is backend availability." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are different generation regressions." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both touch AutoProcessor/vision, but one is a confusing backend-missing crash while the other is an unrecognized image processor report; different concrete failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are separate import-surface issues with different symbols." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes field overlap in model family, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first is an unspecified bug report; the second is a specific gemma-4 Zero3 loading issue. No evidence they are duplicates." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "auto_docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated issues." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 position_ids failure is a runtime behavior bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input error text and doc-lint output at import time are unrelated concerns." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are both tokenization-adjacent, but they affect different pipelines and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are different features with no shared code-path evidence." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are distinct configuration/save issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different tokenizer regressions." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated issues." } ] }, @@ -14052,334 +14320,314 @@ "label": "issue", "component_index": 1, "component_count": 26, - 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"issue:45092", "issue:45103", "issue:45137", - "issue:45230", "issue:45310", - "issue:45356", - "issue:45375", - "issue:45397", + "issue:45405", "issue:45406", - "issue:45478", + "issue:45561", "issue:45593", + "issue:45600", + "issue:45712", "issue:45753", + "issue:46077", + "issue:46123", "issue:46202", - "issue:46326", "issue:46399", - "issue:46463", "issue:46701", - "issue:46726", - "issue:46851", + "issue:46829", "issue:46877", "issue:47000" ], "soft_pairs": [ - "issue:45375|issue:45478", - "issue:42994|issue:43482", - "issue:28282|issue:30990", - "issue:44188|issue:46851", - "issue:39692|issue:46726", - "issue:43232|issue:43673", - "issue:43986|issue:46726", - "issue:41628|issue:44933", - "issue:46877|issue:47000", - "issue:45310|issue:45375", - "issue:46463|issue:46877", - "issue:45230|issue:45397", - "issue:44869|issue:45356", - "issue:44373|issue:46851", - "issue:44038|issue:44623", - "issue:42994|issue:43525", - "issue:43723|issue:46326", - "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:43784|issue:46399", "issue:45406|issue:46202", - "issue:45137|issue:47000", - "issue:44945|issue:45753", "issue:41628|issue:44351", + "issue:44945|issue:45753", "issue:36010|issue:41628", + "issue:45137|issue:47000", "issue:44857|issue:46877", "issue:45081|issue:45103", - "issue:45593|issue:46877", "issue:44038|issue:45310", "issue:46202|issue:46701", + "issue:45593|issue:46877", "issue:42994|issue:43824", - "issue:44222|issue:45310" + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43504|issue:45561", + "issue:43976|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123" ], - "prepared_review_unit_hash": "e43fd91590413ddb81e470c6f2df19047d60cea8fc4dd24b296658731dd33c27", + "prepared_review_unit_hash": "a660b9252e4ef81cfdc60e1d61bdb3f93be60e8ba48638340c57ec1e21a049d2", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36980, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "soft_pair_count": 30, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues with a small Qwen3/Qwen3.5 MoE loading cluster. The strongest representative remains the Qwen3.5 MoE from_pretrained regression, but the nearby Qwen3/Qwen3.5 pair is only related, not clearly the same bug.", - "confidence": 0.59, - "canonical_issue_reason": "issue:45310 is the clearest and most specific report of the Qwen3.5 MoE from_pretrained regression, so it best represents the concrete loading-failure subgroup even though adjacent Qwen reports are only loosely related.", + "summary": "Mostly unrelated issue reports; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reported in 42673 and again in 43704.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42673 is the better canonical because it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best triage anchor because it is concrete, model-specific, and centers the only coherent subgroup in this cluster: Qwen3/Qwen3.5 MoE loading problems under Transformers v5.", + "best_issue_reason": "Issue 42673 is the strongest representative: same bug as 43704, earlier filing, and more evidence/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Likely related Qwen3.5 MoE/v5 regressions, but the packet does not establish the same underlying bug or same code path with enough confidence." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are different operations with different failure modes." - }, - { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers getting stuck while loading." + "reason": "Different failure modes and code paths: quantization/offloading behavior vs pipeline-parallel output corruption." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Different code paths: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." + "reason": "Unrelated import-time NameError in sentence-transformers vs Qwen3.5 kernel registration crash." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Doc-example mistakes are not the same bug as AutoProcessor's missing-vision-backend error handling." + "reason": "Both mention Gemma, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a tokenizer roundtrip issue." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both touch generation internals, but one is sync_gpus kwarg updates and the other is a chunked_prefill cache regression." + "reason": "Different missing imports for different symbols; these are separate compatibility regressions." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both involve optional vision dependencies, but one is a video-model/torchvision crash and the other is an AutoProcessor image-backend error." + "reason": "Pipeline parallelism output mismatch is not the same bug as a multimodal infinite loop on a specific image." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Both are import/export problems, but they involve different symbols and likely different code paths." + "reason": "Both are import errors, but for different APIs and likely unrelated breakages." }, { - "left": "issue:46877", + "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "Auto-docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 MoE loading failure and a missing-field/strictness bug are not shown to be the same defect." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are different bugs." }, { - "left": "issue:46463", + "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "An error-message wording issue in T5 validation is unrelated to auto_docstring stdout noise." + "reason": "CUDA AMP crash in a loss function is unrelated to auto_docstring stdout diagnostics." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "issue:45230 is too generic to establish the same underlying bug as gemma-4 zero3 from_pretrained." + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer-decoding crash on trailing replacement char and Kimi codec-handling regression are related only at a very high level." + "reason": "Both are Qwen MOE-related, but they target different model variants, versions, and failure modes." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Wrong docstring for position_ids is not the same bug as a runtime variable-length position_ids failure." + "reason": "Gemma tokenizer roundtrip failure is not the same as DiffusionGemma pipeline output/object handling." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are different failure classes." + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." }, { "left": "issue:42994", - "right": "issue:43525", + "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving failure and missing Qwen2.5-VL import are separate issues." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "AutoTokenizer.from_pretrained in v5 and mistral_common continue_final_message are different tokenizer bugs." + "reason": "FP8 save_pretrained on MOE vs Qwen3.5 from_pretrained error; different concrete bugs." }, { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Quantization/offloading behavior is not the same underlying bug as pipeline-parallelism output corruption." + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration decorator failure are separate issues." + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained bug are different problems." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip token issue are different code paths." + "reason": "Backend dependency installation issue is unrelated to a nonexistent image_utils import." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Model config loading failure and pytest-xdist file race are different subsystems." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Pipeline parallelism output bug and Qwen3_5 image infinite loop are not the same defect." + "reason": "One is a test race in patched utilities; the other is stale auto_mappings references breaking CI." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Both are missing-import reports, but for different exported symbols and likely different fixes." + "reason": "Legacy field handling in BeitForSemanticSegmentation is unrelated to the xdist captured_info.txt race." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "GenerationMixin import-path break and AutoImageProcessor import break are separate API regressions." + "reason": "Python version compatibility problem is not the same as an import path typo/error." }, { - "left": "issue:44857", + "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics." + "reason": "Dependency version pinning and auto_docstring stdout logging are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + "reason": "MLflow reporting after failed training and Adafactor OOM are distinct issues." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "D-FINE auxiliary-loss behavior has nothing to do with docstring diagnostics printing." + "reason": "A loading hang is not the same as output embedding reinitialization after resize." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "The Qwen3-VL-Moe and Qwen3.5 MoE reports look related by family/version, but the evidence only supports loose similarity, not the same underlying bug." + "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Gemma token roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are related only by model family." + "reason": "Missing TensorFlow backend and leftover dummy classes in dummy_pt_objects are unrelated." }, { - "left": "issue:46326", - "right": "issue:46399", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Tokenizer final-message handling and apply_rotary_pos_emb registration are different bugs." + "reason": "Multimodal config default initialization and classifier output field mix-up are different bugs." }, { - "left": "issue:42371", + "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "TF32 API messaging and Qwen3.5 MoE loading are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 from_pretrained error." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained are opposite operations with different failure modes." + "reason": "Causal attention mask construction and final partial-batch bookkeeping are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is broadly cautious, but one verdict is too strong for the evidence available. The accepted 44038\u219445310 pair is supported only by title-level similarity (Qwen3/Qwen3.5 MoE loading issues in v5), which is enough to call them related, not enough to say they are the same underlying bug. Also, the 45375\u219445478 rejection is stated too definitively as \u2018different bugs\u2019 even though the packet does not establish that with confidence. I\u2019d keep both of those as tentative rather than hard verdicts." + "accept": true, + "feedback": "The summary is well grounded in the packet. The canonical choice for 42673 over 43704 is supported by identical titles plus earlier creation and more discussion activity. The soft-edge verdicts are generally conservative and stay within what the packet shows; only the identical Qwen3ForCausalLM VRAM-leak pair is accepted, which is appropriate." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14387,80 +14635,65 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 47, - "review_unit_count": 61, + "review_unit_index": 48, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:22355", "issue:27957", + "issue:28282", "issue:30333", - "issue:30990", - "issue:33290", "issue:34689", - "issue:35141", + "issue:36331", "issue:39692", - "issue:42175", "issue:42222", "issue:42673", + "issue:42796", "issue:42831", "issue:42898", - "issue:43232", + "issue:43116", "issue:43295", "issue:43479", - "issue:43504", - "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43976", + "issue:43874", "issue:44016", + "issue:44060", + "issue:44075", "issue:44079", + "issue:44190", "issue:44222", - "issue:44496", + "issue:44295", + "issue:44297", + "issue:44448", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44792", "issue:44869", "issue:44933", + "issue:45092", "issue:45103", + "issue:45125", "issue:45200", - "issue:45310", + "issue:45245", + "issue:45356", "issue:45405", - "issue:45561", - "issue:45600", + "issue:45656", "issue:45712", "issue:45812", - "issue:46077", - "issue:46123", + "issue:46132", "issue:46231", "issue:46693", - "issue:46829", - "issue:46877", "issue:46909" ], "soft_pairs": [ - "issue:42673|issue:43704", - "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:42175|issue:44933", - "issue:44496|issue:45561", - "issue:45561|issue:45600", - "issue:43504|issue:45561", - "issue:45405|issue:46877", - "issue:43976|issue:44933", - "issue:30333|issue:33290", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:42175|issue:45712", - "issue:43479|issue:46829", - "issue:46077|issue:46123", - "issue:44623|issue:45310", "issue:42673|issue:46693", "issue:43479|issue:44869", "issue:42898|issue:45812", @@ -14473,227 +14706,259 @@ "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:42898|issue:43295", + "issue:44734|issue:45103", "issue:42222|issue:45200", - "issue:44734|issue:45103" + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "23ed1f20c07658397f5120150466f85fc3792cbda9e29c017f2d7735935e1740", + "prepared_review_unit_hash": "0902d443821efab2f4240c7184e22c5d7cf8a999aafcdcebd32ee5fedf1db115", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36181, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37111, + "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 mostly a grab bag of unrelated issue reports. The only clear duplicate is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; all other soft pairs are only loosely similar at a subsystem level and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue:42673 is the best canonical for the only true duplicate pair: it is the earlier, fuller report and issue:43704 repeats the same title and bug.", + "summary": "The cluster is very heterogeneous: most pairs are only loosely similar by subsystem (tokenization, docs, save_pretrained, multimodal, training) but do not describe the same underlying bug or change. I rejected all soft edges and selected the most generic tokenizer-regression issue as the best representative available.", + "confidence": 0.52, + "canonical_issue_reason": "issue:42898 is the broadest and most generic title in the set, centered on a v5 tokenizer behavior regression that overlaps with several other tokenizer-related reports more than any other item.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:42673 is the strongest issue to keep as the representative anchor for triage, but it should only stand in for its exact duplicate pair, not the whole mixed cluster.", + "best_issue_reason": "issue:42898 is the closest thing to a cluster anchor: it captures a general, user-facing tokenizer regression and is more representative than the narrower model-, docs-, or training-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a multi-dataloader VRAM leak and the other is an FA2 long-context regression; different code paths and fixes." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image generation test failure." + "reason": "Unrelated bugs: Phi4MultimodalConfig default handling versus Whisper timestamp decode crashing on a trailing replacement character." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." + "reason": "Both are tokenizer regressions in v5, but one is clean-up-space behavior and the other is wrong Granite token IDs; not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Unrelated: backend installation dependency issue vs a missing import in image_utils." + "reason": "Both involve tokenizers in v5, but one is an AutoTokenizer loading issue and the other is missing BOS/EOS insertion for a specific tokenizer." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different bugs entirely: model loading/config mismatch vs xdist race on captured_info.txt." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are separate documentation issues, not the same change." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "One is a test xdist race, the other is broken auto_mappings references causing CI failure." + "reason": "Different broken docs examples for different models and failure modes; they are not the same example or fix." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Legacy preset loading for Beit segmentation is unrelated to the captured_info.txt race." + "reason": "Config default initialization and ModelOutput key assignment are unrelated implementation bugs." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Package version pinning problem vs docstring tooling printing diagnostics; no shared underlying bug." + "reason": "Both are tokenizer regressions, but the reported failures differ substantially: clean-up spacing versus DeepSeek token output corruption." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Python support regression vs missing import from image_utils; different failure modes." + "reason": "Separate import failures from different packages and missing symbols; no shared code path." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to Adafactor/deepspeed OOM." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting after failed training jobs." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Loading hang in sentence-transformers vs embedding reinitialization after resize; not the same bug." + "reason": "Training-job MLflow logging and a Llama 3.2 model-loading regression are different problems." }, { "left": "issue:42898", - "right": "issue:44568", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and model families." + "reason": "Both mention v5 tokenizer/processor regressions, but one is about clean-up spacing while the other is about processor.tokenizer access and image passing." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Dependency backend install issue is unrelated to leftover dummy classes and dir() leakage." + "reason": "A server KV-cache indexing crash and an auto-docstring AttributeError are entirely different subsystems." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Config initialization defaults in Phi4Multimodal do not match a classifier output field mixup." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Attention mask construction and final-batch pipeline bookkeeping are unrelated." + "reason": "Both are multimodal model-loading issues, but they affect different models and different failure points; too broad to merge." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer regressions in v5, but different models and distinct codec/regex warning behavior." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both mention FA2/generation, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." + "reason": "Registering position_ids as a buffer causing read errors is unrelated to DeepSpeed calling optimizer.step twice." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on a trailing replacement character." + "reason": "MLflow reporting after failure and CustomTrainer's compute_loss signature mismatch are different training issues." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different tokenizer regressions for different models and symptoms; not one underlying bug." + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch at runtime." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Generic tokenizer loading issue vs add_special_tokens BOS/EOS behavior for mdeberta-v3-base." + "reason": "A version pin bump and leftover dummy class cleanup are unrelated maintenance issues." }, { - "left": "issue:44016", + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts, different tasks, and different failure modes; no shared underlying bug." + }, + { + "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Optimizer SGD argument handling is not the same as a documentation parameter-name typo." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Both are broken docs examples, but for different models and different specific errors." + "reason": "Both involve save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer config metadata; separate code paths." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Multimodal config default initialization and ModelOutput key assignment are different bugs." + "reason": "A model output regression and an AttentionInterface.register behavior change are not the same issue." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and symptoms are different." + "reason": "Both are tokenizer-related, but they concern different models and distinct bugs: BPE marker handling versus tokenizer loading in v5." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Different import errors in different packages/modules; not the same issue." + "reason": "The categories-limit runtime error is unrelated to AttentionInterface.register behavior." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting." + "reason": "Both mention save_pretrained, but one is a FP8 MoE serialization bug and the other is missing processor files; different artifacts and fixes." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Failed MLflow reporting is unrelated to Llama 3.2 Vision model loading regression." + "reason": "A tied-weights warning bug and a missing _tp_plan for tensor parallelism are separate model-specific issues." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Both are v5 regressions around tokenization, but one concerns clean_up_tokenization_spaces and the other processor.tokenizer/image passing behavior." + "reason": "An FP8 accuracy regression and missing processor save files are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Tokenizer save metadata mismatch and DeepSpeed double optimizer steps are unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output differences across versions do not match the behavior-change bug in AttentionInterface.register." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Different tokenizer regressions in different model families; not a single duplicate bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing under future annotations." + "reason": "Category cardinality overflow and attention registration behavior are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet. The one accepted pair, issue:42673 and issue:43704, has identical titles and looks like the same VRAM-leak report, while the rest of the soft pairs are rejected conservatively based on different titles/symptoms. The summary stays appropriately cautious and does not overclaim broader duplication across the cluster." - }, - "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 }, @@ -14701,83 +14966,66 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 48, - "review_unit_count": 61, + "review_unit_index": 49, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:22355", - "issue:28282", - "issue:30333", - "issue:36331", + "issue:27957", + "issue:30990", + "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", - "issue:42898", - "issue:43116", + "issue:42907", "issue:43122", "issue:43232", + "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:43874", - "issue:44060", - "issue:44075", "issue:44190", "issue:44222", + "issue:44263", + "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44448", + "issue:44483", "issue:44484", "issue:44485", "issue:44623", - "issue:44933", "issue:44977", "issue:45071", "issue:45092", - "issue:45125", - "issue:45245", "issue:45310", - "issue:45356", - "issue:45405", - "issue:45656", - "issue:45712", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", - "issue:46231", + "issue:46305", + "issue:46328", + "issue:46369", "issue:46424", + "issue:46431", "issue:46614", + "issue:46655", "issue:46710", "issue:46762", + "issue:46909", "issue:46932" ], "soft_pairs": [ - "issue:43874|issue:45092", - "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:30333|issue:36331", - "issue:22355|issue:28282", - "issue:45405|issue:45712", - "issue:43116|issue:44190", - "issue:44075|issue:46231", - "issue:44222|issue:44297", - "issue:44933|issue:45712", - "issue:44060|issue:45125", - "issue:42831|issue:44623", - "issue:42796|issue:43723", - "issue:44448|issue:46132", - "issue:44297|issue:45656", - "issue:45245|issue:46132", "issue:43479|issue:43644", - "issue:44222|issue:44623", "issue:44360|issue:46762", "issue:46132|issue:46710", "issue:41628|issue:42757", @@ -14789,216 +15037,226 @@ "issue:44222|issue:44484", "issue:43122|issue:46209", "issue:44190|issue:46082", - "issue:43232|issue:46424" + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406" ], - "prepared_review_unit_hash": "362df204c536ff55f0012c0b7b3f5ca16e965432e423cd2fcc84ea2871c3547a", + "prepared_review_unit_hash": "88746c3c16cd93f34b2d0a3a3744f802f808262f67c8b03d7d52292211c5d146", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36466, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 29, + "serialized_chars": 35911, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues spanning tokenizer regressions, multimodal/model config bugs, save_pretrained problems, and environment/import errors. None of the soft pairs look like the same concrete bug or change, so all soft edges are rejected. Issue 43122 is the best single representative because it is the broadest tokenizer/v5 regression report in the set.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43122 is the broadest and most representative issue in this cluster, covering a general tokenization regression across a version upgrade rather than a narrowly scoped model-specific bug.", + "summary": "The candidate pairs are mostly superficial similarities rather than true duplicates; none look safe to merge. The closest themes are serialization/save_pretrained regressions, tokenizer/config issues, and generation/cache bugs, but each pair points to a different concrete code path or model family.", + "confidence": 0.74, + "canonical_issue_reason": "No single true duplicate cluster emerges from these issues; if one issue must anchor the set, #43644 is the strongest standalone core regression report with broad impact and a clear library-level failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best global representative because it captures the cluster\u2019s main recurring theme (tokenizer behavior changes in v5) while remaining broader than the other tokenizer-specific reports.", + "best_issue_reason": "#43644 is the best representative issue overall: it is a high-impact, clearly described Transformers regression affecting core model state handling, and it is more central than the more model-specific or discussion-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different subsystems and failures: multimodal token counting vs remote-code checkpoint/meta-init compatibility." - }, - { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different concrete bugs in different models and code paths." + "reason": "Both involve initialization bugs, but one is Phi4MultimodalConfig default handling and the other is non-persistent buffer corruption; different components and failure modes." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Unrelated: buffer registration/position_ids issue vs optimizer stepping under deepspeed." + "reason": "Unrelated bugs: a GLM DSA indexer architecture discussion vs. numerical differences in Minimax MSA attention." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Both are regressions, but one is about AttentionInterface.register behavior and the other is a model-specific accuracy drop after upgrade." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "One is an ONNX import error; the other is a missing PyTorch dependency error." + "reason": "Similar import-error shape, but different symbols, packages, and root causes (`transformers` AutoImageProcessor vs `huggingface_hub` is_offline_mode)." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "PEFT version pinning is unrelated to leftover dummy classes and repo-check failures." + "reason": "A docstring mismatch for `position_ids` is not the same bug as a GLM-5 RoPE implementation issue." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Different example scripts with different bugs; one is empty multi-label outputs, the other is local dataset loading." + "reason": "Both touch Qwen3.5 serialization/loading, but one is `save_pretrained` metadata and the other is a `from_pretrained` load error; not the same concrete defect." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths and symptoms." }, - { - "left": "issue:44222", - "right": "issue:44297", + { + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Different save_pretrained problems: FP8 MOE serialization vs tokenizer class metadata mismatch." + "reason": "Both are config-related, but one is generic type checking in v5.4.0 while the other is LlamaConfig head_dim validation." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Import surface cleanup in image_utils is not the same as dummy class leakage into dir(transformers)." + "reason": "Completely different subsystems: phonemizer backend state vs Gemma4 quantized vision/audio dtype casting." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Different Qwen3.5/Qwen3-Next issues: incorrect tied-weights warning vs missing tensor-parallel plan." + "reason": "One is an FP8 MoE save bug; the other is a question about `max_shard_size` defaults in `save_pretrained`." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are unrelated." + "reason": "Tokenization changes and FP8 inference failures are unrelated bugs." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer BPE-marker handling is a different bug from AutoTokenizer loading failure in v5." + "reason": "A local dataset loading problem in a training script is unrelated to LlamaConfig validation." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "A Pegasus output regression is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Both involve generation/cache internals, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is cache length handling for quantized cache only." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer config serialization has nothing to do with deepspeed optimizer double-stepping." + "reason": "Different issues: a GLM-MoE DSA indexer split bug vs. InternVL2 remote-code checkpoint incompatibility with meta initialization." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Category-count runtime error and attention registration behavior are unrelated." + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Config default initialization bug is unrelated to non-persistent buffer junk initialization." + "reason": "FP8 inference on B200 and missing chat template in a processor are different failures." }, { - "left": "issue:44222", + "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Different serialization failures affecting different APIs and file sets." + "reason": "A buffer read/access error for `position_ids` is not the same as missing files in `processor.save_pretrained`." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "A DSA indexer discussion is unrelated to Minimax MSA attention numerical differences." + "reason": "Both are loading/inference complaints, but they concern different models and different symptoms." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "AttentionInterface behavior and an accuracy regression in DeepSeek are different bugs." + "reason": "A GLM-MoE indexer bug and a docstring issue for `position_ids` are not the same underlying defect." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Two distinct import errors from different packages and symbols." + "reason": "SAM 3 video encoder attribute mismatch vs. MoonshineStreaming sliding-window off-by-one are distinct bugs." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Docstring mismatch is not the same as a GLM-5 RoPE implementation issue." + "reason": "Both are video-processing-related, but one is an attention mask off-by-one and the other is padding calculation in SmolVLM." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Tokenizer save metadata mismatch is different from Qwen3.5 MoE from_pretrained failure." + "reason": "A model memory overflow and a broken documentation example are unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths." + "reason": "Even though both mention the DSA indexer, one is about `torch.split` return values and the other is about a missing ReLU discussion; not the same concrete bug." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "PretrainedConfig type checking breakage is unrelated to LlamaConfig head_dim validation." + "reason": "Both involve model save/load and quantization, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-trip corruption; too different to merge safely." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE `from_pretrained` errors are distinct problems." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "FP8 MOE serialization bug is unrelated to the max_shard_size default question." + "reason": "Both mention Qwen3.5 / multimodal checkpoints, but one is meta-init incompatibility and the other is incorrect visual-encoder keys after save_pretrained." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Generic tokenization regression is unrelated to FP8 inference failure on B200." + "reason": "A dependency issue with Transformers is unrelated to a `SequenceFeatureExtractor.pad` performance regression." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "A missing `transformers.onnx` module and XLMRoberta Flash Attention 2 support are unrelated import/model issues." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Generation kwargs update bug is unrelated to cache max_length handling." + "reason": "One is a `/v1/chat/completions` request handling regression, the other a processor missing `_tokenizer`; different service layers and root causes." } ] }, @@ -15013,318 +15271,303 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 49, - "review_unit_count": 61, + "review_unit_index": 50, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:38175", + "issue:33357", "issue:39401", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43232", "issue:43408", - "issue:43475", + "issue:43540", + "issue:43576", "issue:43644", + "issue:43646", + "issue:43756", + "issue:43784", "issue:43824", + "issue:43976", "issue:44038", + "issue:44060", "issue:44188", "issue:44261", - "issue:44263", - "issue:44279", "issue:44295", - "issue:44360", + "issue:44297", "issue:44373", - "issue:44483", + "issue:44488", "issue:44568", - "issue:44623", "issue:44829", + "issue:44945", + "issue:44964", "issue:45092", "issue:45278", - "issue:45310", - "issue:45357", "issue:45381", - "issue:45406", + "issue:45593", "issue:45753", - "issue:45834", "issue:46002", - "issue:46050", - "issue:46209", "issue:46305", - "issue:46328", "issue:46369", "issue:46402", - "issue:46431", - "issue:46655", "issue:46909" ], "soft_pairs": [ - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:46209|issue:46431", - "issue:30990|issue:38175", - "issue:44295|issue:44623", - "issue:43475|issue:46305", - "issue:46305|issue:46655", - "issue:44263|issue:44373", - "issue:46369|issue:46909", - "issue:44263|issue:44360", - "issue:42907|issue:46050", - "issue:42831|issue:45310", - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:45092|issue:45357", "issue:45381|issue:46305", - "issue:44483|issue:45406", "issue:44829|issue:46002", - "issue:41628|issue:43824", "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:43408|issue:46402", - "issue:43644|issue:46305", "issue:44261|issue:45092", - "issue:22355|issue:28218", + "issue:43644|issue:46305", "issue:42831|issue:45753", + "issue:22355|issue:28218", "issue:39401|issue:44568", "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:42757|issue:45278", "issue:44188|issue:44373", + "issue:42757|issue:45278", "issue:27957|issue:30990", - "issue:43408|issue:46369" + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "fafa7de4de743a4b4109349c920ad7a74a85018c9a5758ac1e946cf8179826b5", + "prepared_review_unit_hash": "b621954e46bb4f19ff286e0d56b1980b69d95c8b4a0e62e3419111f17fe7e2bb", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36788, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of largely unrelated issue reports: import regressions, tokenizer bugs, quantization/save/load failures, and several model-specific vision/attention issues. None of the soft pairs look like the same underlying bug, so no duplicate edges should be accepted.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest representative issue: it describes multiple import failures after upgrading Transformers, making it a reasonable umbrella for the import-regression subset.", + "summary": "These are mostly unrelated issues that only share broad themes like tokenization, import/loading failures, or model-specific regressions. The soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most globally representative issue in this set because it captures a broad, user-facing regression pattern rather than a single model-specific symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Different subsystems and symptoms: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "Unrelated bugs: torch.split return values in a MoE indexer vs remote-code checkpoint/meta-init incompatibility." - }, - { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "FP8 inference on B200 is a hardware/kernel issue; apply_chat_template missing a chat template is a processor API problem." + "reason": "Both involve positional/window indexing, but they are different models and code paths (Qwen2.5-VL video positions vs MoonshineStreaming mask logic)." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "SentenceTransformers loading hang and SigLIP2 zero probabilities are different models and failure modes." + "reason": "Both mention classification/training instability, but one is flash_attention_3 degenerate training and the other is NaNs at init/checkout; different failures." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different save/load paths." + "reason": "Different problems: FineGrainedFP8 accuracy regression versus a Qwen3-VL-Moe bug on Transformers 5.0." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Sam3 vision encoder attribute error and MoonshineStreaming sliding-window off-by-one are unrelated model bugs." + "reason": "Both are import errors, but for different symbols and likely different missing exports/dependency paths." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Both touch video processing, but one is an attention-window off-by-one and the other is incorrect video padding calculation." + "reason": "Same sam3 family, but one is a model-type warning and the other is missing text encoder weights; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Indexer tensor-splitting behavior and a wrong docstring for position_ids are not the same underlying bug." + "reason": "Both relate to model initialization/config handling, but the concrete bugs differ: missing rms_norm_eps vs remote-code meta-init incompatibility." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + "reason": "Different issues: non-persistent buffer corruption in v5 versus a sliding-window off-by-one bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "A torch.split value issue in GlmMoeDsaIndexer is different from the DSA indexer missing ReLU." + "reason": "Unrelated model-specific regressions: FP8 accuracy issue versus an infinite-loop image bug in Qwen3_5." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Both involve quantized models and saving/loading, but they refer to different quantization flows and failure modes." + "reason": "No shared underlying bug; one is a missing module import, the other is tokenizer spacing after added tokens." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns are unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Both are tokenizer behavior issues, but one is offset_mapping and the other is add_special_tokens/BOS-EOS handling for a different tokenizer." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Generic dependency issue vs a specific SequenceFeatureExtractor.pad performance regression; not the same bug." + "reason": "Offline cache loading and quantized model saving are separate failure modes." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Cache/offline loading bug versus wrong tokenizer decoder type; different root causes." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Remote-code/meta-init incompatibility is a load-time initialization bug; incorrect visual encoder keys on save_pretrained is a different serialization bug." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming windowing bug affect different models and code paths." + "reason": "The latter is a broad import-breakage report, but it is not clearly the same specific missing is_offline_mode import bug." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Chat/completions request rejection is an API/server issue, while Gemma4Processor missing _tokenizer is a processor attribute bug." + "reason": "Different symptoms and subsystems: Flash Attention 2 on XLMRoberta versus Sentence Transformers loading hang." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Degenerate training with flash_attention_3 and NaNs after checkout+init are both training issues but not the same concrete failure." + "reason": "Both involve sam3, but one is a wrong-model warning and the other is memory overflow in a different model variant." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + "reason": "Both concern tokenization, but one is BPE marker handling for Ministral and the other is a version-regression in tokenization behavior." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3-VL-Moe from_pretrained failure." + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to missing text encoder weight loading in Sam3Model." + "reason": "Video position_ids bug versus a broken documentation example; no shared code-path." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is a checkpoint/init bug, not a streaming attention mask off-by-one." + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs example." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and old InternVL2 meta-init incompatibility are separate model-specific bugs." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "ONNX import failure and tokenizer extra-space after added token are unrelated tokenizer/export issues." + "reason": "Quantized model saving and pipeline-parallel output corruption are different bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 infinite-loop behavior on a specific image." + "reason": "Both are loading/runtime problems, but one is a hang and the other is a MacOS bus error with a CLIP model." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS with add_special_tokens are both tokenizer issues but different concrete behaviors." + "reason": "Position_ids buffer access and tokenizer_class mismatch in tokenizer_config are unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Offline cache loading failure and quantized model saving failure involve different components and symptoms." + "reason": "Python-version compatibility is unrelated to pipeline parallelism output issues." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer regressions." + "reason": "Both are model loading failures, but they involve different models and failure causes." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Hugging Face Hub offline import failure and broad Transformers import failures are related only at a very high level, not the same bug." + "reason": "Broken env CLI and a NameError importing sentence-transformers are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring problem for position_ids." + "reason": "Different model-specific bugs: RoPE layer dropping versus tied-weight warning behavior." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and SentenceTransformers loading hang are distinct issues with different triggers." + "reason": "General import errors after upgrade do not make this the same as one specific missing AutoImageProcessor export." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A model-type mismatch warning for sam3_tracker is unrelated to memory overflow in sam3-litetext." + "reason": "Both are tokenizer-related, but one is wrong offset_mapping and the other is failing to load a specific checkpoint." } ] }, @@ -15339,79 +15582,64 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 50, - "review_unit_count": 61, + "review_unit_index": 51, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", - "issue:30990", - "issue:33357", + "issue:36296", "issue:39401", - "issue:41628", + "issue:42175", "issue:42371", - "issue:42796", + "issue:42757", "issue:42907", + "issue:43116", "issue:43122", - "issue:43232", + "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43540", - "issue:43576", - "issue:43646", - "issue:43756", + "issue:43493", "issue:43784", + "issue:43824", "issue:43937", - "issue:43976", "issue:44038", - "issue:44060", "issue:44117", + "issue:44188", + "issue:44222", "issue:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", "issue:44485", - "issue:44488", "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "issue:44829", + "issue:44938", "issue:44945", - "issue:44964", + "issue:45200", "issue:45216", - "issue:45278", "issue:45290", - "issue:45381", "issue:45478", - "issue:45593", "issue:45600", - "issue:46002", + "issue:45753", "issue:46172", "issue:46326", - "issue:46762", - "issue:46909" + "issue:46328", + "issue:46614", + "issue:46762" ], "soft_pairs": [ - "issue:42796|issue:43122", - "issue:43232|issue:45593", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:42907|issue:44945", - "issue:44295|issue:44297", - "issue:43976|issue:44945", - "issue:42907|issue:44964", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:39401|issue:44488", - "issue:41628|issue:45278", "issue:42371|issue:44263", "issue:42907|issue:43937", "issue:43784|issue:45600", @@ -15419,231 +15647,231 @@ "issue:46172|issue:46762", "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:43408|issue:43475", "issue:44704|issue:45290", - "issue:43122|issue:44521", + "issue:43408|issue:43475", "issue:44360|issue:44485", + "issue:43122|issue:44521", "issue:43122|issue:46326", - "issue:42907|issue:43452", "issue:44038|issue:44297", + "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:44038|issue:44295", - "issue:45216|issue:45478" + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328" ], - "prepared_review_unit_hash": "7dba7c68910b222c842efcac6d7a2e19a6edf833651bbce646d775cffae4579c", + "prepared_review_unit_hash": "0c8eed60729abeec556a23462d90a88f5054fb3a0dc31df558db1cdcac5c103c", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35538, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: most items are unrelated issue reports across tokenizer regressions, multimodal loading, import errors, generation bugs, and model-specific behavior. The soft-similarity edges are overwhelmingly false positives, so no pair should be merged as a duplicate.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43122 is the broadest and most representative of the few tokenizer-regression reports in the set, but the cluster overall is heterogeneous rather than a single duplicate group.", + "summary": "This cluster is heterogeneous and looks mostly noisy: the proposed soft edges span unrelated bugs, models, and code paths, so none should be merged as duplicates. There are no PRs in the cluster. The closest thing to an anchor is a broad tokenizer-regression report, but it still does not unify the rest of the items.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set and appears in the most tokenizer-related soft links, so it is the best cluster anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the closest thing to a cluster anchor because it is comparatively generic; however, it should be treated as only a loose representative, not a true duplicate target.", + "best_issue_reason": "issue:43122 is the most general and centrally connected issue here, but only as a loose thematic anchor rather than a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related, but 42796 is a specific Ministral BPE-marker bug while 43122 is a broader cross-version regression." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and different bugs." - }, - { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example are unrelated." + "reason": "TF32 backend-setting discussion vs a GLM-MoE split-return bug; unrelated symptoms and code paths." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + "reason": "Saving dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5; different models and failures." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + "reason": "Import NameError in sentence-transformers integration vs CI break from removed Sam3LiteText config references; not the same bug." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Sentence-Transformers loading hangs and a Mac bus error on a CLIP model are different runtime failures." + "reason": "Tokenizer mapping returning None and from_pretrained assumptions vs AutoProcessor kwargs not forwarded; related area, but different concrete failures." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." + "reason": "Deepseek-v4 tensor transpose/casting issue vs Minimax attention numerical drift; different models and root causes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "One is about reading a registered buffer, the other about tokenizer_class metadata saved to tokenizer_config.json." + "reason": "Wrong offset_mapping for Qwen3 tokenizer vs zero assistant_masks in multimodal chat templates; both tokenizer-adjacent but distinct bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallel inference output corruption." + "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 degenerate training; different components and failure modes." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Dequantized save failures and loading Phi-4 multimodal with latest transformers are separate model/load-path problems." + "reason": "Cached-file kwargs forwarding vs chat template crashing on tool-call messages; unrelated code paths." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are distinct model implementation issues." + "reason": "Model-type warning for sam3_video/sam3_tracker vs missing fpn_position_embeddings attribute; same family, different concrete defects." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "A broken env command and a NameError while importing sentence-transformers are unrelated." + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; not the same underlying issue." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset_mapping errors and failure to load cjvt/sleng-bert are different tokenizer/model-loading bugs." + "reason": "Both involve tokenization behavior, but one is a general v4/v5 tokenizer regression and the other is multimodal assistant-mask generation." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "A missing AutoImageProcessor import is not the same as a broad set of import errors after upgrading versions." + "reason": "Tokenizer regression vs continue_final_message handling for mistral_common tokenizers; different APIs and failure modes." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value issue in the DSA indexer are unrelated." + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated model/runtime behavior." }, { "left": "issue:42907", - "right": "issue:43937", + "right": "issue:43452", "accept": false, - "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." + "reason": "Saving dequantized models vs gguf_file breaking from_pretrained loads; different serialization/loading bugs." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "The sentence-transformers import NameError and removed Sam3LiteText references in auto_mappings.py are separate regressions." + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are both from_pretrained-related, but they are different bugs." + "reason": "Qwen3-VL-Moe bug vs reading position_ids after buffer registration; distinct code paths." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "A dtype/transpose bug in deepseek-v4 and numerical differences in Minimax attention are not the same underlying issue." + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 MoE from_pretrained error; same model family, but different operations and symptoms." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Qwen3 offset_mapping and apply_chat_template assistant_masks bugs are both tokenizer-adjacent but affect different APIs and behaviors." + "reason": "Qwen3-VL-Moe issue vs FP8 save_pretrained for MoE; both model-related but not the same bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/configuration bugs." + "reason": "Qwen3 tokenizer offset bug vs Wav2Vec2 phonemizer stale-language backend; different tokenization subsystems." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "The sam3_video/sam3_tracker warning and missing fpn_position_embeddings are different SAM 3 Video problems." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export; both import errors, but for different symbols and causes." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "AutoProcessor cached_file kwargs and apply_chat_template crashing on tool-call messages are different processor/template bugs." + "reason": "Multi-label classification example returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated training/inference issues." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:44779", "accept": false, - "reason": "Cross-version tokenization regression and multimodal assistant_masks being all zero are different bugs." + "reason": "General tokenizer regression vs Deepseek-specific incorrect tokenization in v5; similar topic, different concrete model bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "A DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated technical issues." + "reason": "Import error from huggingface_hub vs import error from transformers; same surface symptom, unrelated missing symbols." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both mention tokenization, but 43122 is a version-regression report while 46326 is a mistral_common continue_final_message bug." + "reason": "Tensor-parallel training bug vs classification example output issue; different subsystems and failures." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and gguf_file breaking from_pretrained are different loading/saving paths." + "reason": "dtype mismatch between train/eval vs incorrect output under pipeline parallelism; separate parallelism-related bugs." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "Missing module import vs unclear layoutlmv3 error message; unrelated." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated issues." + "reason": "pip extra missing TensorFlow backend vs Python 3.14 import/load failure; not the same problem." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL-Moe failure and buffer read errors for position_ids are not the same bug." + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop; different models and behaviors." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both concern Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained error; they are different code paths." + "reason": "torch.compile attention-kernel branching bug vs inefficient feature-extractor padding; unrelated." } ] }, @@ -15658,296 +15886,279 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 51, - "review_unit_count": 61, + "review_unit_index": 52, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:22355", - "issue:29127", - "issue:36296", + "issue:28348", "issue:38617", - "issue:39401", - "issue:42175", + "issue:42371", "issue:42673", - "issue:42757", + "issue:42796", "issue:42898", "issue:43066", "issue:43116", - "issue:43122", - "issue:43278", "issue:43493", "issue:43611", - "issue:43824", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44075", - "issue:44188", - "issue:44222", - "issue:44351", + "issue:44263", "issue:44355", "issue:44485", "issue:44610", "issue:44625", + "issue:44704", "issue:44779", "issue:44936", - "issue:44938", - "issue:44945", + "issue:44995", "issue:45072", "issue:45083", - "issue:45200", + "issue:45092", "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45753", "issue:46002", "issue:46231", - "issue:46328", "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ - "issue:39401|issue:46614", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:42757|issue:44351", - "issue:43278|issue:44945", - "issue:36296|issue:43116", - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:43611|issue:46002", "issue:43976|issue:45446", "issue:42673|issue:45072", - "issue:43611|issue:46002", - "issue:43066|issue:44779", "issue:44038|issue:45478", - "issue:43116|issue:43493", "issue:44355|issue:46231", - "issue:44625|issue:46002", + "issue:43116|issue:43493", "issue:45357|issue:45478", - "issue:45083|issue:45446", + "issue:44625|issue:46002", "issue:44610|issue:46909", + "issue:45083|issue:45446", "issue:46726|issue:46981", - "issue:44075|issue:44936" + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "f7e3f814f9cdf10daccff026e6ccb087553f0b8310f9dd57801a42006a4fa091", + "prepared_review_unit_hash": "0d498227708a488408bb35e90545d8507c23ff0f449d4e5eea3d7153aa8c5dc5", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35352, - "estimated_input_tokens": 8838, - "estimated_eval_tokens": 17932 + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of unrelated Transformers issues (imports, tokenizer regressions, model-specific bugs, docs, training/runtime problems). No soft pair looks like the same concrete bug or change, so I rejected them all.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading 4.57.0\u21925.5.0) and is the closest thing to a cluster representative, though the overall set is still heterogeneous.", + "summary": "This cluster is a loose collection of Transformers v5 regression reports and unrelated model-specific bugs. The soft-similarity pairs mostly share broad subsystem keywords but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set, covering multiple import breakages after the 4.57.0 -> 5.5.0 upgrade; it is the best high-level representative of the cluster, though not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative single issue because it captures the broad version-regression/import-breakage theme better than the narrower, model-specific reports.", + "best_issue_reason": "issue:45278 most clearly represents the dominant theme of version-upgrade breakages and import/regression fallout, making it the most useful cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer backend state; different code paths and symptoms." + "reason": "One is a docs parameter-name mismatch, the other is import-time lint output; different bugs and different code paths." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Both mention MoE, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; not the same underlying defect." + "reason": "Tokenizer cleanup behavior change in v5 is unrelated to a stale phonemizer backend state bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + "reason": "Both mention import problems, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "One is an example script returning empty multi-label results; the other is a Gemma 4 config defaulting issue. Different failure modes." + "reason": "GenerationConfig validation and RoPE implementation are separate GLM-5 issues affecting different logic." }, { - "left": "issue:43122", + "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but for different tokenizers and different incorrect outputs; too broad to merge." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Separate import failures from different packages and symbols; no clear shared code path." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel outputs." + "reason": "Both are tokenizer regressions, but for different models and different failure modes; not mergeable as one bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." + "reason": "Base model prefix loading regression is unrelated to NaNs in classification heads during init." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Missing transformers.onnx and a LayoutLMv3 validation error-message issue are unrelated." + "reason": "Python version compatibility and a flex_attention version check are distinct compatibility bugs." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Install-time backend omission vs Python 3.14 load failure; different platform/setup problems." + "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to bfloat16 dtype mismatches in other models." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Different models and different issues: SigLIP2 JAX parity vs a Qwen3_5 infinite-loop bug." + "reason": "Both involve Qwen3.x MoE models, but the reported errors are different: one is a model bug, the other is a from_pretrained loading error." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Compiled-file execution errors are unrelated to a documentation typo about a training parameter." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Doc parameter mismatch and auto_docstring stdout diagnostics are both documentation-related but not the same bug." + "reason": "Example-script multi-label output is unrelated to SigLIP2 numerical discrepancy." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "A v5 tokenization-space behavior change is unrelated to stale phonemizer language state." + "reason": "Both touch Qwen3.5 MoE/serialization, but one is save_pretrained key corruption and the other is from_pretrained loading failure." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression; not clearly the same code-path issue." + "reason": "num_labels propagation into text config is a configuration plumbing bug, not the same as NaNs in classification heads." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different defects." + "reason": "Processor image-size mismatch is unrelated to a broken documentation example." }, { - "left": "issue:43976", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Version-compatibility problems, but in different areas and with different checks." + "reason": "Helper-function length calculation in qwen3_omni_moe is unrelated to a PyTorch version guard in flex_attention." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." + "reason": "Both concern AutoProcessor, but one is missing-backend error handling and the other is repeated 429 retry behavior; different code paths." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Model-loading with base_model_prefix and NaNs in classification heads are unrelated." + "reason": "TF32 configuration changes are unrelated to a missing image-patch-count method in GLM46V." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and likely different code paths." + "reason": "SGD argument handling and trainer.evaluate() failing after train are separate training issues." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Both are Qwen3 MoE-related, but they concern different variants and different failure modes (general bug vs from_pretrained error)." + "reason": "Missing CLIPOutput attentions and incorrect hidden_states assignment in VideoPrism are different output-field bugs." }, { "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example-script classification output bug vs SigLIP2 implementation mismatch; unrelated." - }, - { - "left": "issue:44355", - "right": "issue:46231", + "right": "issue:43825", "accept": false, - "reason": "Compiled Python import/runtime errors and a documentation parameter typo are unrelated." + "reason": "A broken example script and an error message about translation pipelines are not the same underlying bug." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "num_labels propagation bug and NaNs in classification heads are different problems." + "reason": "Missing embed_tokens weight propagation and AutoProcessor kwargs forwarding are unrelated loading bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Both are Qwen3.5 model-loading/saving issues, but one is incorrect saved visual encoder keys and the other is a from_pretrained error." + "reason": "Tokenizer decoder-type regression is unrelated to the DeepSeek accuracy regression." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Unexpected feat-length helper behavior in qwen3_omni_moe is unrelated to an AuxRequest import version check." + "reason": "Stale phonemizer language state and empty-list chat template handling are different runtime errors." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are not the same issue." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as MSA attention numerical differences." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Missing-vision-backend handling and repeated HTTP 429 retries are both AutoProcessor-related, but they are different failure modes." + "reason": "Meta-init incompatibility for remote-code checkpoints is unrelated to attention numeric divergence." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "SGD args being ignored and trainer.evaluate() failing after train() are unrelated training issues." + "reason": "Documentation references to removed pipeline APIs are unrelated to the flex_attention import/version check bug." } ] }, @@ -15962,290 +16173,303 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 52, - "review_unit_count": 61, + "review_unit_index": 53, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:28348", "issue:33453", + "issue:38617", "issue:39401", + "issue:41628", "issue:42222", - "issue:42371", + "issue:42617", "issue:42673", - "issue:42796", "issue:43064", - "issue:43066", - "issue:43116", + "issue:43122", + "issue:43408", "issue:43441", - "issue:43618", + "issue:43450", "issue:43673", + "issue:43742", "issue:43824", - "issue:43825", - "issue:43827", - "issue:43874", "issue:43937", - "issue:43992", + "issue:43986", "issue:44117", - "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44704", "issue:44779", - "issue:44995", + "issue:44829", + "issue:44977", "issue:45071", - "issue:45092", + "issue:45081", + "issue:45216", "issue:45310", + "issue:45341", + "issue:45362", "issue:45405", "issue:45446", + "issue:45561", "issue:45563", "issue:45588", + "issue:45632", "issue:46002", "issue:46077", + "issue:46178", + "issue:46298", "issue:46328", - "issue:46614", - "issue:46640", + "issue:46512", "issue:46655", - "issue:46697", - "issue:46710", "issue:46752", - "issue:46762", - "issue:46829", "issue:46981", "issue:47000" ], "soft_pairs": [ - "issue:42371|issue:43874", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43992|issue:44704", - "issue:43066|issue:46710", - "issue:46614|issue:46752", - "issue:28348|issue:46640", - "issue:44995|issue:46697", - "issue:42673|issue:42796", - "issue:43827|issue:45446", - "issue:44263|issue:46762", - "issue:45092|issue:46762", "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:42222|issue:43441", "issue:43824|issue:46981", "issue:43673|issue:46328", + "issue:42222|issue:43441", "issue:42222|issue:47000", - "issue:42673|issue:46655", "issue:43937|issue:45563", - "issue:45405|issue:45446", + "issue:42673|issue:46655", "issue:42222|issue:46752", + "issue:45405|issue:45446", "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:44466|issue:46002", "issue:39401|issue:44779", - "issue:44410|issue:45310" + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178" ], - "prepared_review_unit_hash": "218b183dd2c1f403ae509b894b0692b2bf3d9c51c03612383e0dd9250acfe4d6", + "prepared_review_unit_hash": "c0c77468905f00906c251b9977fc08ac43a86eea1fbb0700fda1c5888e57bc04", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36022, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "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 that happen to share v5/tokenizer/attention themes. The soft pairs point to different models, APIs, or failure modes, so none should be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45071 is the broadest, most cross-cutting regression in the set: a clear v5 API/type-checking break with wider applicability than the model-specific reports, making it the best cluster anchor.", + "summary": "Broad, noisy cluster of mostly unrelated Transformers issues spanning tokenizers, model loading, generation, vision/video processors, and testing utilities. The similarity is mostly topical/lexical; I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 33453 is the best anchor: it is the most generic tokenizer-regression report, with substantial discussion and wording broad enough to represent the closest tokenizer-related subset in this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the strongest representative issue overall because it describes a version-wide regression rather than a narrow model bug, and it has a clean, actionable failure mode.", + "best_issue_reason": "Issue 33453 is the strongest representative issue because it is broad, clearly user-facing, and more umbrella-like than the more model-specific or symptom-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "TF32 settings control vs a missing image-processor method; different subsystems and failure modes." + "reason": "Both are tokenizer-related, but one is about tokenizer loading regression and the other about wrong offset mappings for Qwen3; different concrete bugs." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "CLIP attentions assignment issue vs VideoPrism hidden_states mismatch; unrelated models and outputs." + "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing are unrelated code paths and failures." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Empty multi-label classification results vs pipeline translation messaging/docs regression; different code paths." + "reason": "Importing a missing Qwen2.5-VL class and repeated 429 retries in AutoProcessor are different problems." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "UMT5 weight loading bug vs AutoProcessor kwarg forwarding; different components and symptoms." + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are unrelated." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Tokenizer decoder type regression vs DeepSeek accuracy regression; not the same bug or code path." + "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model/backend issues." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Stale phonemizer language state vs empty chat-template IndexError; unrelated functionality." + "reason": "Vitpose breakage and RTDetrLoss infeasible-cost-matrix crash are unrelated." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Specific GPT2 FlashAttention 2 support request vs a vague Flash Attention issue; too different and too underspecified." + "reason": "Both involve generation, but invalid GenerationConfig and a stale warning for num_return_sequences are different defects." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "GlmMoeDsa stale cache crash vs Swin2SR over-padding; different model families and bug types." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM use and a video-processor padding bug are unrelated." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "VRAM leak in multithreaded generation vs tokenizer BPE marker handling; unrelated areas." + "reason": "Vitpose model breakage and empty-list chat-template IndexError are not the same bug." }, { - "left": "issue:43827", + "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() vs a PyTorch version check bug in flex_attention; unrelated changes." + "reason": "These are separate dependency/version-check issues touching different packages and failure modes." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "GlmMoeDsaIndexer tensor-split handling vs Minimax attention numerical differences; different concrete failures." + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type checking are both v5 regressions, but not the same code-path." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Meta-initialization incompatibility for remote-code checkpoints vs attention output differences; unrelated bugs." + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer loading regression vs wrong offset_mapping; both tokenizer-related, but not the same underlying defect." + "reason": "Both concern attention behavior, but GPT2 SDPA/FlashAttention scaling and Gemma4 bidirectional masking are different implementation bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch vs missing generation cache in chunked_prefill; training vs inference paths." + "reason": "lm_head serialization inconsistency and NaNs after checkout+init are different weight/init problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Broken vitpose models vs Ministral-3 FlashAttention failure; different model families and root causes." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: offset mapping vs incorrect tokenization results." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Missing Qwen2_5_VL import vs repeated 429 retries in AutoProcessor; unrelated network/loading behavior." + "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are different failures." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Generation cache bug vs a padding performance issue; not the same code path." + "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "vitpose breakage vs RTDetrLoss infeasible cost matrix; unrelated models and errors." + "reason": "Video processor batch-shape bug and missing-torchvision crash are both video-related, but not the same underlying issue." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "VRAM leak in dataloader threads vs video padding calculation bug; different components." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad inefficiency are unrelated." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; both generation-related but different defects." + "reason": "Both mention config/dtype/type interactions, but one is type checking breakage and the other is stale dtype metadata after from_config." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "PEFT version pin issue vs flex_attention import version check; unrelated dependency/version problems." + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "vitpose model breakage vs empty-list chat template crash; unrelated areas." + "reason": "Degenerate training under flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are different bugs." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs PretrainedConfig type checking; both v5-related but distinct API breakages." + "reason": "trust_remote_code cache-path collision and repeated HTTP 429 retries are unrelated." }, { "left": "issue:44117", - "right": "issue:45588", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling vs flash_attention s_aux AttributeError; different subsystems." + "reason": "TOKENIZER_MAPPING_NAMES None handling and _patch_mistral_regex backend_tokenizer crash are different tokenizer internals." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "GPT2 attention scaling ignored under backend kernels vs Gemma4 bidirectional mask bug; both attention issues but different models and mechanisms." + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "lm_head serialization inconsistency vs NaNs in classification heads; unrelated failures." + "reason": "A sam3_video/sam3_tracker mismatch warning and a MobileLLM loading key error are different model-loading issues." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Wrong Qwen3 offset_mapping vs DeepSeek tokenizer incorrect results; similar theme, but distinct model-specific tokenizer bugs." + "reason": "Both are import errors, but they involve different missing symbols and different subsystems; not the same bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5-35B chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error; different model versions and failure modes." + "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation are unrelated." } ] }, @@ -16260,79 +16484,65 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 53, - "review_unit_count": 61, + "review_unit_index": 54, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:27957", "issue:38617", "issue:39401", "issue:41628", - "issue:42222", "issue:42371", - "issue:42617", + "issue:43012", "issue:43066", + "issue:43097", "issue:43122", "issue:43208", - "issue:43408", - "issue:43450", - "issue:43742", + "issue:43352", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", "issue:43937", - "issue:43986", + "issue:44038", "issue:44075", - "issue:44117", + "issue:44077", "issue:44220", "issue:44261", "issue:44263", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44496", "issue:44829", "issue:44877", "issue:44933", - "issue:44977", "issue:45071", - "issue:45081", - "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45362", + "issue:45464", "issue:45478", - "issue:45561", - "issue:45632", + "issue:45542", "issue:45656", - "issue:46178", + "issue:46172", "issue:46209", "issue:46231", - "issue:46298", - "issue:46328", - "issue:46512", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ - "issue:43937|issue:44977", - "issue:43450|issue:43986", - "issue:45071|issue:46512", - "issue:45341|issue:46328", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:44829|issue:45216", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:43408|issue:43742", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:45362|issue:46328", - "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:39401|issue:46209", "issue:44484|issue:45310", @@ -16340,210 +16550,231 @@ "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:44933|issue:45278", - "issue:44410|issue:45478", - "issue:42371|issue:46617", "issue:44075|issue:45656", + "issue:42371|issue:46617", "issue:38617|issue:44220", + "issue:44410|issue:45478", "issue:43066|issue:43122", "issue:43208|issue:46894", - "issue:44263|issue:44485" + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:44484|issue:45478", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43874|issue:44261", + "issue:44360|issue:46172", + "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "80a043c86b15772b9a6b35d23527fe63a89faf60b4d017e914d8e45df2de7e06", + "prepared_review_unit_hash": "e1731252953d100efec6e68ca429877bfb00a6585e51fd105af28a5e506080a7", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35719, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "soft_pair_count": 29, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few items are import/tokenizer regressions, but the soft pairs generally point to different code paths or different model-specific failures, so almost all should stay separate.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set and best matches the import-regression subgroup, but the cluster overall is too mixed for a strong canonical duplicate.", + "summary": "Mostly a mixed cluster of closed Transformer issues with several loose 5.x regression themes (imports/API changes, tokenizer behavior, FlashAttention, and model-specific loading errors), but no pair looks like the same exact underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it is the broadest and most central-looking 5.x regression report, focused on import/API breakage after upgrade, which matches the largest apparent theme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most suitable global representative because it describes the widest user-facing regression pattern among the candidates, even though it does not unify most of the cluster.", + "best_issue_reason": "issue:45278 is the most suitable single issue for triage because its scope is broad and it best captures the repeated upgrade/import-regression pattern seen across several nearby issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Different models and failure modes: invalid GenerationConfig vs flash-attention generation behavior." + "reason": "One is a config-loading compatibility bug; the other is a documentation/parameter-name mismatch for training. Different problems." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "One is a batched video-shape bug; the other is an AutoProcessor crash without torchvision." + "reason": "Tokenizer offset-mapping behavior and FP8 inference on B200 are unrelated bugs." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Type-checking regression and stale config dtype are related to config handling, but not the same concrete bug." + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Testing-utils note versus a SequenceFeatureExtractor.pad performance issue; unrelated symptoms and code paths." + "reason": "TF32 configuration guidance and MLA layernorm epsilon precision are different code paths and symptoms." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Both touch testing utils, but one is unspecified and the other is a specific xdist race on captured_info.txt." + "reason": "An invalid GenerationConfig and an unrecognized model_type/config loading failure are distinct issues." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Cache-path collision and repeated 429 retries are different request/cache behaviors." + "reason": "Different models and different numerical bugs; no clear same root cause." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Degenerate training with flash_attention_3 is not the same as save_pretrained checkpoint corruption." + "reason": "A missing image_utils import is not the same as a broader post-upgrade import breakage cluster." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patching are separate tokenizer-loading bugs." + "reason": "Using SGD args incorrectly and optimizer.step() being called twice with deepspeed are different optimizer bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "A 3d_parallel.py runtime issue is unrelated to a testing-utils bug." + "reason": "TF32 API changes and cache-loading FileNotFoundError are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Model-type warning in SAM3 is unrelated to a MobileLLM config-loading key error." + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() are unrelated failures." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading problems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Tokenizer output changes and a noisy logging message are unrelated." + "reason": "Wrong tokenizer decoder type and changed tokenization output are related only at a very high level, not the same concrete bug." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to a padding performance issue." + "reason": "xLSTM training blockers and CohereASR double-shift loss behavior are different models and different defects." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Broken vitpose model loading and unsupported tensorflow_text backend are different loader failures." + "reason": "A torch.split return-value issue and a RoPE implementation issue do not match." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regression types." + }, + { + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Strict config loading and a docs parameter mismatch are unrelated." + "reason": "patchtsmixer post_init validation and repeated 429 retries in AutoProcessor.from_pretrained are unrelated." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are separate subsystems." + "reason": "GenerationMixin cache handling and a testing_utils bug are unrelated." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Shard-size default behavior and Qwen3.5 MoE from_pretrained loading are unrelated." + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a specific streaming inference failure; not enough to treat as the same bug." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "TF32 settings guidance and MLA rms_norm_eps precision handling are different issues." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-loading failures." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "GenerationConfig validation and unrecognized model config are different model-loading problems." + "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking breakage are separate API regressions." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both involve numerics, but one is a missing config epsilon and the other is a Minimax attention reference mismatch." + "reason": "Type-checking changes and TensorBoard-only TF backend errors are unrelated." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "The latter is a broad import-regression report, but not enough evidence shows it is the same specific missing import from image_utils." + "reason": "Both concern FlashAttention 2, but they are different models with different support/compatibility issues." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different concrete bugs." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "TF32 configuration guidance is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "Default shard size in save_pretrained is unrelated to Qwen3.5 MoE loading errors." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "SGD args ignored and deepspeed double optimizer-step are distinct optimizer bugs." + "reason": "A PyTorch warning during bf16 compile and a Blip2 dtype propagation issue are not the same bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + "reason": "Different model internals and different tensor-shape/math issues." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both are tokenizer-related, but one is decoder-type metadata and the other is actual tokenization drift; not the same bug." + "reason": "Missing image patch counting and missing RMS norm epsilon are separate multimodal/model config problems." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated training issues." + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 transpose/dtype issue are unrelated." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "A torch.split indexing bug and GLM-5 RoPE implementation discussion are different code paths." + "reason": "Qwen3-VL weight loading mismatch and Qwen3-VL-Moe from_pretrained failure are different loading paths." } ] }, @@ -16558,79 +16789,64 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 54, - "review_unit_count": 61, + "review_unit_index": 55, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ - "issue:27957", "issue:38617", - "issue:41628", "issue:42757", "issue:42886", + "issue:42890", "issue:43012", "issue:43064", "issue:43097", - "issue:43352", - "issue:43441", + "issue:43208", "issue:43452", + "issue:43502", "issue:43531", - "issue:43577", "issue:43673", + "issue:43873", "issue:43874", - "issue:43931", "issue:43986", + "issue:43992", "issue:44038", - "issue:44077", + "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44360", + "issue:44351", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44493", - "issue:44829", "issue:44987", "issue:45003", - "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", - "issue:45464", - "issue:45478", - "issue:45542", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", + "issue:46298", "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", "issue:46981" ], "soft_pairs": [ - "issue:43097|issue:44493", - "issue:44077|issue:46981", - "issue:43673|issue:45341", - "issue:44483|issue:45464", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:27957|issue:43352", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43874|issue:44261", - "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", "issue:45003|issue:45341", @@ -16641,229 +16857,235 @@ "issue:44117|issue:44987", "issue:43097|issue:45588", "issue:43673|issue:46123", - "issue:45440|issue:46172", "issue:43874|issue:44263", + "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:38617|issue:42757", + "issue:43097|issue:46050", "issue:44038|issue:44410", - "issue:43064|issue:44315" + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "22061149a2eeae469fe0e06382c027bc8fa7ea8407ab607ea751aca601bb5f41", + "prepared_review_unit_hash": "c121dcb069db898cf4db2256c3d0bb7fb574f394a4e9a13a5283faba04c6e712", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36857, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 30, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like one duplicate set; it mixes many unrelated bug reports that only share broad Transformers v5 / model-loading / multimodal themes. No soft edge is strong enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: import/export breakages, model-specific architecture bugs, generation/cache issues, offline/loading behavior, and test/utilities noise. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. If forced to pick a representative issue, the loading/network-related one is the closest fit, but the set is not a coherent duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43502 is the closest thing to a shared theme because it concerns loading-time network behavior, but even that only loosely matches a small subset of the list; the cluster is not cohesive enough to have a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43502 is the most broadly representative concrete bug among these issues, but only in a loose thematic sense; it is not a good global duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", - "right": "issue:44493", + "right": "issue:43452", "accept": false, - "reason": "One is about a removed config API; the other is a position-id key mismatch. Different failure modes." + "reason": "Both are compatibility/loading failures, but one is about a removed config export and the other about gguf/AutoTokenizer loading; different code paths and failures." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." }, { - "left": "issue:43673", + "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Chunked-prefill cache handling is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils issue are different bugs in different files." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific Qwen model." + "reason": "Both involve hub/network behavior, but one is offline-cache loading and the other is repeated 429 retries via HF_ENDPOINT; not the same underlying bug." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-specific issues." + "reason": "A missing rms_norm_eps precision issue is unrelated to a GLM-5 RoPE implementation discussion." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type checking are unrelated." + "reason": "An infinite loop on a specific image and a memory overflow in SAM3-litetext are different model-specific failures." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "A type-checking regression is not the same bug as the TensorBoard-without-TF backend crash." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path or symptom." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both mention Flash Attention 2, but they affect different models and likely different code paths." + "reason": "A tokenizer mapping None assumption bug and a specific model loading failure are both loader-adjacent, but not the same defect." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "One is a model support/error path for FlashAttention; the other is a training-quality regression with FlashAttention 3." + "reason": "Tie-embeddings removal and a flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "A precision warning during compilation is not the same as incorrect dtype propagation when loading Blip2." + "reason": "Both touch generation/pipeline behavior, but one is cache handling during chunked_prefill and the other is MaskGenerationPipeline batch bookkeeping." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Max shard size question is unrelated to the Qwen3.5-Moe from_pretrained error." + "reason": "Both are GLM-related, but one is a missing image-patch method and the other is torch.split return handling; different bugs." }, { - "left": "issue:44263", + "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different GLM/DeepSeek internals and different tensor-shape operations; not the same bug." + "reason": "Both mention DeepSeek, but one is a native-vs-remote implementation divergence and the other is a specific tensor dtype/transpose bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "A missing ReLU in one indexer is unrelated to the DeepSeek tensor transpose issue." + "reason": "A missing projection in qwen3next and a config field silently dropped by strict parsing are different problems." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal/model-config bugs." + "reason": "Missing torchvision for video processor loading is unrelated to mistral_common ReasoningEffort import failure." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Same broad Qwen3-VL area, but weight mismatch and a generic Qwen3-VL-Moe bug are not the same code-path problem." + "reason": "Both are ImportErrors, but they reference different missing symbols from different dependencies; not the same issue." }, { "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removed tie_embeddings API and gguf_file tokenizer/model loading are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45341", + "right": "issue:46050", "accept": false, - "reason": "Video AutoProcessor crash without torchvision has nothing to do with testing_utils." + "reason": "Tie-embeddings removal and sinq save/load quantization breakage are distinct behaviors." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "sys.modules access bug and testing_utils bug are unrelated implementation areas." + "reason": "Both are Qwen-family model issues, but the reported failures are different and not one concrete bug." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Offline cache loading failure and repeated 429 retries are both networking-related, but not the same bug." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are separate training integration bugs." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Both mention model internals, but one is a missing eps config and the other is a RoPE implementation issue." + "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are unrelated." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different multimodal models and different symptoms: infinite loop vs memory overflow." + "reason": "Video-model loading without torchvision is unrelated to the max_shard_size question." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics; not the same bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "A tokenizer mapping None bug is not the same as the physical-intelligence/fast loading failure." + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Removed API behavior and flash_attention.py s_aux=None crash are unrelated." + "reason": "Both are import-name errors, but for different exports and different failure modes." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Both touch runtime flow, but cache handling in GenerationMixin and MaskGenerationPipeline partial-batch handling are different bugs." + "reason": "Missing set_seed in a test and a noisy logging message are unrelated." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Different DeepSeek model generations and different numerical issues; not mergeable as one fix." + "reason": "Tie-embeddings removal and offloading with quantization are different features with different failures." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Same GLM family, but one is an image-processor method gap and the other is a DSA indexer tensor-split issue." + "reason": "A bfloat16 precision warning and a TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Qwen3Next layer projections and Qwen3.5MoeVisionConfig field loss are different model/config bugs." + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Missing torchvision dependency handling and a mistral_common import error are unrelated." + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are not the same code path." }, { - "left": "issue:45753", - "right": "issue:46050", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "An image-specific infinite loop is not the same as a quantized model save/load breakage." + "reason": "A DeepSeek-V4 tensor operation bug and an accuracy regression in DeepSeek-R1-Distill-Llama are different issues." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Both are ImportError reports, but from different modules and different missing symbols." + "reason": "Unwanted API requests with local_files_only and a missing embed_tokens.weight in UMT5Encoder are unrelated loading bugs." } ] }, @@ -16878,47 +17100,53 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 55, - "review_unit_count": 61, + "review_unit_index": 56, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ + "issue:36683", "issue:38617", - "issue:42890", + "issue:42175", + "issue:42490", + "issue:42757", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", "issue:43352", "issue:43502", "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", "issue:43825", - "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", - "issue:44062", "issue:44077", - "issue:44117", "issue:44162", "issue:44222", - "issue:44351", "issue:44368", "issue:44380", + "issue:44483", "issue:44484", + "issue:44514", "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", "issue:45478", + "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -16927,28 +17155,9 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821", - "issue:46897" + "issue:46421" ], "soft_pairs": [ - "issue:43208|issue:46897", - "issue:43986|issue:44484", - "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44062|issue:44117", - "issue:44117|issue:46701", - "issue:46172|issue:46710", - "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:44380|issue:46421", @@ -16962,248 +17171,239 @@ "issue:43012|issue:44368", "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43352|issue:44380", "issue:43352|issue:43976", + "issue:43352|issue:44380", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:44077|issue:46365", - "issue:44222|issue:45478" + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "c8c29df8b8d5a998ad732822763275d9024f1359d14529b1112a8afe949ba137", + "prepared_review_unit_hash": "437a8bc75ac7b69161dce6d25f8cf1be33b27527221cbdece17f371d62ab5350", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar Transformers issues, but they do not appear to be the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated areas (imports, model loading, quantization, processors, training, docs), so choosing one as the representative would be misleading.", + "summary": "This cluster is highly heterogeneous: the soft-similar pairs mostly share only broad themes like imports, saving/loading, attention, or warnings, but they do not describe the same concrete bug or fix. I would not merge any of the soft pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44704 is the cleanest representative: a concrete, self-contained API regression in AutoProcessor/from_pretrained with a specific failing code path. The rest of the cluster is a mix of unrelated import, model, backend, and warning issues.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the cluster. If forced, 43502 is a clear concrete bug report, but it does not unify the rest of the items.", + "best_issue_reason": "issue:44704 is the best standalone issue to anchor triage because it has a precise symptom and an actionable reproduction path, unlike several broader or environment-dependent reports here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Both mention training problems, but they are different models and different failure modes; not the same bug." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "One is an AutoProcessor/torchvision loading crash; the other is a save_pretrained shard-size question." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same model family, but padding calculation and num_frames semantics are distinct video-processor bugs." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "A noisy logging message is unrelated to apply_chat_template crashing on an empty list." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Seed-related test flakiness is unrelated to a generic logging issue." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and different releases." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "A removed config argument and quantization/offloading behavior are not the same code-path problem." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "A bfloat16 precision warning is unrelated to a TimesFM window_size AttributeError." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different loader/tokenizer bugs." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "A tokenizer mapping issue is not the same as an image-text pipeline failure." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "Different model-specific issues: one is a tensor conversion/transpose bug, the other is an accuracy regression after upgrade." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight are both loading issues but not the same underlying defect." - }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after train is unrelated to being unable to import Trainer because of datasets." + "reason": "Different failures: one is a train/eval lifecycle bug, the other is an import conflict with datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwarg forwarding and auto_docstring crashes are different subsystems and different failures." + "reason": "Unrelated surfaces: cached_file kwargs forwarding vs docstring parsing under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill recompilation." + "reason": "Both touch performance/runtime behavior, but one is GPT-2 attention scaling and the other is cache lazy-init recompilation; different bugs." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are different compatibility issues." + "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/torchvision loading and a notebook syntax error are unrelated." + "reason": "Video AutoProcessor/torchvision crash is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save failures and infinite-loop generation are different bugs." + "reason": "Save/dequantization failure for Minstrals/Devstrals is unrelated to a Qwen image infinite-loop bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is about dequantized models and the other about Pipeline.save_pretrained." + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A compile-time bfloat16 warning is unrelated to Bamba SDPA compile failure." + "reason": "A precision-warning on compile is not the same as a Bamba SDPA torch.compile crash." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is dummy class cleanup/check_repo leakage; right is just a noisy logging message." + "reason": "Left is leftover dummy classes leaking into dir(); right is noisy logging. No shared underlying bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A pipeline error message about translation support is unrelated to saving Pipeline objects." + "reason": "Pipeline task-support messaging and saving pipeline objects are unrelated issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are both warnings, but they concern different configs and different model behaviors." + "reason": "One is a PyTorch bfloat16 compile warning; the other is a tie_word_embeddings warning from Qwen LoRA fine-tuning." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model-specific issues." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and failure modes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "A missing weight on load and a shard-size default question are not the same bug." + "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size default behavior." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH and GPT2 attention scaling under SDPA are unrelated." + "reason": "Nemotron FlashAttention support and Python version compatibility are different problems." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "Flash Attention support and Python-version compatibility are different issues." + "reason": "Both mention attention backends, but one is unsupported FlashAttention for a model and the other is GPT-2 scaling logic being ignored." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type and a reproduction of another issue are not the same underlying defect." + "reason": "The reproduction issue is too vague to equate with the tokenizer decoder-type regression; no clear same code path." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config behavior and noisy logging are unrelated." + "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are not the same bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure and Trainer import failure are unrelated." + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek tensor conversion bug are different model-specific failures." + "reason": "ESM2 breakage and a deepseek tensor transpose bug are unrelated model-specific issues." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored is unrelated to AttentionInterface.register changing the registered function's behavior." + "reason": "Attention scaling config ignored is different from AttentionInterface.register changing registered-function behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are different issues." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE models and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are different directions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size has nothing to do with Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config loss and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols and subsystems; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend dependency packaging for torch installs is unrelated to a datasets-triggered Trainer import conflict." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling being ignored." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched Qwen2.5-VL apply_chat_template padding crash are different APIs and bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment is not the same as GPT-2 SDPA/FlashAttention config ignoring attention scaling." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only making network requests are unrelated." } ] }, @@ -17218,90 +17418,81 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 56, - "review_unit_count": 61, + "review_unit_index": 57, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:29870", "issue:36010", "issue:36296", "issue:36683", - "issue:38617", - "issue:42175", - "issue:42490", "issue:42757", "issue:42994", - "issue:43012", + "issue:43010", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", - "issue:43502", "issue:43525", "issue:43526", - "issue:43582", "issue:43611", "issue:43618", "issue:43756", "issue:43761", - "issue:43824", "issue:43867", "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", + "issue:44075", "issue:44077", "issue:44230", "issue:44355", - "issue:44380", + "issue:44393", "issue:44483", "issue:44485", "issue:44492", - "issue:44514", "issue:44625", "issue:44655", + "issue:44908", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", + "issue:45278", "issue:45290", - "issue:45479", + "issue:45310", "issue:46077", "issue:46082", "issue:46365", - "issue:46877" + "issue:46851", + "issue:46877", + "issue:47000" ], "soft_pairs": [ - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42757|issue:43824", - "issue:42175|issue:46365", - "issue:43064|issue:44380", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502", - "issue:43208|issue:43526", "issue:43756|issue:44485", + "issue:43208|issue:43526", "issue:43618|issue:43761", "issue:36010|issue:42757", "issue:45276|issue:46077", "issue:43299|issue:43867", "issue:42994|issue:44655", "issue:44625|issue:46365", - "issue:44483|issue:45290", "issue:44038|issue:44230", - "issue:36683|issue:43475", + "issue:44483|issue:45290", "issue:43352|issue:43937", + "issue:36683|issue:43475", "issue:44355|issue:46877", "issue:43611|issue:44655", - "issue:44625|issue:46077", "issue:43901|issue:44655", + "issue:44625|issue:46077", "issue:36683|issue:44077", "issue:43976|issue:44938", "issue:43867|issue:45216", @@ -17310,246 +17501,225 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492" + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:44938|issue:45071" ], - "prepared_review_unit_hash": "03b3a0d632dcd283dd5e7bcfdf83a51b722c27f0b5534cc03bad5e06c507e765", + "prepared_review_unit_hash": "b564694718181ad1f588531a223d76c963180122f21c30404f18c3014e6c7cf2", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37697, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "soft_pair_count": 31, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports rather than one duplicate cluster. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. I used the most active, concrete bug report as the issue anchor.", - "confidence": 0.77, - "canonical_issue_reason": "issue:36683 has the strongest signal (very high discussion activity) and a concrete, reproducible runtime bug, making it the best anchor despite the set being heterogeneous.", + "summary": "This cluster is mostly a set of unrelated issues that only overlap at a broad subsystem level. The CLIP reports are closely related, but there is not enough code-path evidence in the packet to confirm they are duplicates, so they should remain separate similar bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43761 is the clearest CLIP regression report because it states a concrete broken behavior (`hidden_states=None` despite `output_hidden_states=True`) and is the more explicit, regression-framed report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the most representative/high-signal issue in this set: specific failure, active discussion, and broad practical impact.", + "best_issue_reason": "issue:43761 is the best anchor for the cluster because it is the most specific and regression-focused CLIP issue, making it the most informative representative among the related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different components and symptoms: Gemma config attribute error vs Apple Silicon allocator TypeError." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Unrelated bugs: attention scaling/backend behavior vs zero-loss sequence-classification regression." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Different problem types: backend install extras vs Trainer import conflict with datasets." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP/PEFT optimizer-state bug is unrelated to GPT-2 attention scaling behavior." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local path import warning and bfloat16 compile warning are distinct issues." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat/completions request validation is separate from apply_chat_template crashing on batched input." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP attentions regression and GPT-2 attention scaling are different model paths and failures." - }, - { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Importing a removed helper is unrelated to unwanted network requests in offline mode." + "reason": "Same broad topic of RoPE, but different models and different failure modes; not the same bug." }, { "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and Beit image processor label reduction are different subsystems." - }, - { - "left": "issue:43756", - "right": "issue:44485", + "right": "issue:43526", "accept": false, - "reason": "Different models and bugs: RoPE layer dropping vs GLM-5 RoPE implementation discussion." + "reason": "Completely different domains: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both touch CLIP regressions, but one is missing attentions and the other missing hidden_states; not the same concrete bug." + "reason": "Both are CLIP output-regression reports, but the packet only shows titles and no shared code-path evidence; that is not enough to confirm a duplicate." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import failures from different modules and versions." + "reason": "Both are import errors, but for unrelated symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but resize-token-embeddings behavior and causal-mask construction are separate defects." + "reason": "Both touch Gemma4, but one is token-embedding resizing and the other is attention-mask construction." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL loading regression and state_dict sorting load error are not the same issue." + "reason": "Both are loading failures, but the concrete causes and model families differ." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving and pipeline save_pretrained are different save-path problems." + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline serialization." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Config propagation bug vs import failure due to datasets dependency conflict." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Server API rejection and chat-template crash with tool calls are different code paths." + "reason": "Different issues entirely: Qwen3.5 config propagation vs importing Trainer depending on `datasets`." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a loading bug, the other is fp8 inference support work; not duplicate concrete bugs." + "reason": "Same family name, but one is a Qwen3-VL-Moe loading bug and the other is fp8 inference support." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different models and missing attributes: Gemma3 config vs SAM3 vision encoder output." + "reason": "Both touch chat APIs, but one is request acceptance for `/v1/chat/completions` and the other is `apply_chat_template` crashing on tool-call messages." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support gate and invalid GenerationConfig are unrelated failures." + "reason": "Unrelated failures: Flash Attention support for Nemotron vs GLM-5 generation config validation." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute errors in different model families (`Gemma3Config` vs `Sam3VisionEncoderOutput`)." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file loading errors and import-time docstring diagnostics are different issues." + "reason": "Different runtime behaviors: compiled Python file errors vs auto-docstring printing diagnostics at import time." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix and saving Pipeline objects affect different APIs." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "num_labels propagation and bidirectional-attention masking are different model behaviors." + "reason": "Different regressions: `base_model_prefix` loading vs pipeline `save_pretrained` serialization." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3 config attribute bug and patchtsmixer post_init validation are unrelated." + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to pipeline object saving." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are environment/version compatibility reports, but for different Python versions and failure modes." + "reason": "Both concern Python-version compatibility, but they are distinct breakages." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Both are loading/saving related, but the specific failure modes differ (state_dict ordering vs incorrect saved checkpoint content)." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-mask bug and LlamaConfig head_dim validation are unrelated." + "reason": "Different model/config bugs: Gemma4 attention masking vs LlamaConfig head-dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint save regression are unrelated." + "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint saving." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3 config vocab_size missing and Llama4 pad_token_id missing are different attribute bugs." + "reason": "Different missing-config-field issues in different models (`vocab_size` vs `pad_token_id`)." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "No shared underlying bug: Gemma3 config missing vocab_size vs Qwen3.5 num_labels propagation." + "reason": "Different configuration propagation bugs in different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." + "reason": "BART generation mask bug and tensor-parallel training bug are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/optimizer-state corruption and a cache-strategy typo are not the same change or bug." + "reason": "Wrong optimizer state on FSDP/PEFT ranks is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no-grad decoration and broad import errors after version upgrade are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to Trainer import resolution." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length Qwen3.5 position-id handling." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to Qwen3.5 MoE from-pretrained errors." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different object-detection failures: Qwen3-VL 2D bbox output issues vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is grounded, but the one accepted soft-edge pair overstates the evidence. `issue:43618` and `issue:43761` are clearly related CLIP forward-output regressions, yet the packet only gives titles and no shared code-path evidence; that is not enough to conservatively call them the same bug. The safer reading is that they are similar issues in the same area, not confirmed duplicates. The other negative verdicts look conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -17558,17 +17728,18 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 57, - "review_unit_count": 61, + "review_unit_index": 58, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:28282", "issue:29870", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", @@ -17577,52 +17748,45 @@ "issue:42898", "issue:43010", "issue:43064", + "issue:43065", "issue:43502", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", + "issue:43824", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", + "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44393", + "issue:44387", + "issue:44485", "issue:44556", "issue:44734", "issue:44855", - "issue:44908", - "issue:44938", "issue:44964", - "issue:45071", - "issue:45278", - "issue:45310", + "issue:45125", "issue:45357", "issue:45375", "issue:45440", - "issue:45478", "issue:45561", "issue:45600", "issue:45850", + "issue:46002", + "issue:46132", "issue:46202", "issue:46285", - "issue:46365", "issue:46617", - "issue:46664", - "issue:46851", - "issue:47000" + "issue:46664" ], "soft_pairs": [ - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44908|issue:46851", - "issue:43992|issue:45310", - "issue:44393|issue:47000", - "issue:44938|issue:45071", "issue:29870|issue:33453", "issue:44355|issue:44855", "issue:43867|issue:46202", @@ -17635,7 +17799,7 @@ "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:43992|issue:45478", + "issue:43992|issue:46002", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", @@ -17645,210 +17809,212 @@ "issue:43502|issue:44062", "issue:42898|issue:46664", "issue:44734|issue:46617", - "issue:43723|issue:44556" + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453" ], - "prepared_review_unit_hash": "d19357d250d55f8d84b11e9710573dc720d4d6d65c3ada5d2c498583d79a8b06", + "prepared_review_unit_hash": "6353a38e9f115930323a201a6c7fd76b4652f02d8e22a29901d704fdc149ee0e", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36053, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 31, + "serialized_chars": 36781, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; it mixes many unrelated bugs and regressions across loading, training, tokenizer, import-time, and model-specific behaviors. No soft pair is close enough to merge as the same underlying change or defect.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring upgrade/regression theme and best captures the general v5 breakage context.", + "summary": "All suggested pairings look like false positives: they span unrelated model-loading, tokenizer, training, test-flake, serving, and compatibility issues. No single canonical issue or PR stands out from this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is general enough to represent the shared version-regression pattern, even though most members are not actual duplicates of it.", + "best_issue_reason": "No global best issue; the items are too unrelated for one issue to represent the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad report of many import errors after upgrading versions." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "SGD optimizer args not being used is unrelated to a Trainer import failure involving datasets." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs being ignored is a different code path from Qwen3.5 variable-length position_ids handling." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "A missing embed_tokens.weight in UMT5Encoder is not the same defect as the Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44393", - "right": "issue:47000", - "accept": false, - "reason": "Qwen3-VL bbox output issues are unrelated to RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regressions." - }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate() decoder_attention_mask misuse is unrelated to tokenizer loading regression." + "reason": "Bart generate() decoder mask bug is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and a Python 3.13 decorator-parsing IndentationError are different import-time failures." + "reason": "Compiled-file import errors and a Python 3.13 JIT parsing failure are different causes." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Sorted state_dict loading failure is not the same as Gemma pipeline roundtrip tokenization issues." + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip on \u2581 are separate bugs." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing vocab_size on Gemma3Config is unrelated to wrong optimizer state/params under FSDP2+PEFT." + "reason": "Missing vocab_size in a config is unrelated to FSDP2/PEFT optimizer-state corruption." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict loading order problems are not the same as a missing deepstack_visual_indexes config field." + "reason": "Loading with a sorted state_dict and missing Qwen vision config fields are different issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Flaky set_seed coverage in SamHQ tests is different from an xdist race on captured_info.txt." + "reason": "Seed-related flaky tests and an xdist file race are distinct test failures." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A targeted no_grad decorator change is not the same as a broad complaint that v5 breaks too many models." + "reason": "Decorating cache updates with no_grad is unrelated to broad v5 breakage reports." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bugs are not the same as an OOM while loading a specific Qwen2 model with tp." + "reason": "Tensor-parallel training bugs and tp-related OOM during model load are not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-* cleanup causing import slowdown is not clearly the same as intermittent import-transformers slowness." + "reason": "Import * cleanup/perf work is different from intermittent import slowdown symptoms." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment is unrelated to patchtsmixer post_init eligibility." + "reason": "Missing CLIP attentions and patchtsmixer post_init restrictions affect different code paths." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Missing no_grad on cache updates is unrelated to Python-version compatibility failures." + "reason": "Cache update autograd handling is unrelated to Python version compatibility." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading a sorted state_dict is not the same bug as saving incorrect visual encoder keys in Qwen3.5." + "reason": "Model loading from a sorted state_dict is not the same as saving wrong visual keys." }, { "left": "issue:43992", - "right": "issue:45478", + "right": "issue:46002", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained failure." + "reason": "Missing embed_tokens.weight and NaNs after checkout/init are different failure modes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import dependency is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions not being assigned is unrelated to CLIPTextModel structural inconsistency." + "reason": "CLIP attentions missing and CLIPTextModel structure inconsistency are related only broadly, not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal-instruct." + "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal load failures." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "SamHQ set_seed flakiness is not the same as GraniteSpeech CI device-override failure." + "reason": "Seed setup issues and stale device-override CI failures are different test problems." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding issues are unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Seed-related flakiness does not match removed auto_mappings references breaking CI." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only API leakage is unrelated to AddedToken special-argument duplication." + "reason": "Ignoring local_files_only and AddedToken keyword collisions are unrelated bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space cleanup semantics and SmolVLM num_frames meaning are different behavior changes." + "reason": "Tokenizer cleanup behavior and video num_frames semantics are different API changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation crash in serve and remote-code cache FileNotFoundError are separate paths." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload compatibility from v4.57 are related only broadly, not the same concrete bug." + "reason": "Tokenizer loading regression and checkpoint reload compatibility across versions are not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and cache loading FileNotFoundError are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing GLM46V image-processor method and trust_remote_code cache lookup failure are different issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env CLI and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory growth and checkpoint reload compatibility are different problem types." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training and tokenizer loading regression do not share a bug." } ] }, @@ -17863,14 +18029,14 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 58, - "review_unit_count": 61, + "review_unit_index": 59, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:29870", "issue:30333", @@ -17884,16 +18050,15 @@ "issue:42548", "issue:42757", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", - "issue:43874", "issue:43901", "issue:44222", "issue:44230", @@ -17901,18 +18066,19 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", + "issue:44492", "issue:44556", "issue:44749", "issue:44938", "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:46132", + "issue:45850", "issue:46143", "issue:46144", "issue:46209", @@ -17921,14 +18087,6 @@ "issue:46726" ], "soft_pairs": [ - "issue:44222|issue:45125", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43010|issue:43065", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:30333|issue:33453", "issue:45125|issue:45478", "issue:44355|issue:44749", "issue:42548|issue:44351", @@ -17958,265 +18116,244 @@ "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:44315|issue:46209", - "issue:44222|issue:44230" + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "b3a5f810d1fe6cbd056e0418212eca6f26bdc709dbf36762916d145c1dcb4633", + "prepared_review_unit_hash": "5f172f191a8bfec646c3d433c9f54e45417c9520ac9e31181a0b4cc7cabf72c0", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38290, - "estimated_input_tokens": 9573, - "estimated_eval_tokens": 19402 + "soft_pair_count": 34, + "serialized_chars": 36643, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it mixes import/export regressions, loading failures, tensor-parallel bugs, docs issues, and unrelated model-specific problems. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them as duplicates. If one issue must act as the representative, 43576 is the broadest and most central loading/v5 regression item.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43576 is the closest representative because it is the broadest and most connected v5 regression/loading item in the set, but the overall cluster is still too mixed to treat as a true duplicate group.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, import errors, docs issues, and model-specific bugs. The soft pairs mostly share broad themes only; none look like the same concrete fixable code-path problem, so I would not merge any of them.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43576 is the most representative concrete regression here: a user-facing v5 breakage in core CLI functionality with some discussion and inbound references, making it a better anchor than the many narrow model- or docs-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best standalone representative: it is broad, central to the soft-similarity graph, and closest to the cluster's loading/import regression theme.", + "best_issue_reason": "issue:43576 is the best single issue to represent the cluster because it is actionable, clearly reproducible, and broader than the highly model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained/moe and missing _tp_plan for tensor parallelism are different bugs." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing Qwen2.5-VL import and trust_remote_code cache FileNotFoundError are unrelated failure modes." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "no_grad decoration on cache updates and dummy Conv2d in Sam3PixelDecoder are different code paths." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing multimodal-token helper and cache FileNotFoundError are not the same bug." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior are separate issues." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "int4 OOM under v5 and checkpoint reload compatibility are different regressions." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on failure and tokenizer loading regression are unrelated." - }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5-Moe, but one is tensor-parallel support and the other is from_pretrained loading; not the same concrete bug." + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained loading failure; different symptoms and likely different fixes." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file runtime errors and slow filtering after upgrade are unrelated." + "reason": "Completely different problems: compiled Python file errors versus a slowdown in data filtering after upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: PreTrainedModel vs HybridCache." + "reason": "Both are import errors, but they are for different symbols and do not point to the same underlying regression." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and forward-API docs confusion are unrelated." + "reason": "One is a loading hang for Sentence Transformers, the other is a documentation issue about forward arguments." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5-Moe config/model problems." + "reason": "Same model family, but one is missing _tp_plan and the other is a missing config field being dropped; not the same bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." + "reason": "Offline-download/API request behavior and FP8 save_pretrained are unrelated code paths." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only bug and an unrelated 'racoon' issue are not duplicates." + "reason": "No meaningful overlap; cache/network behavior versus an unrelated issue titled 'racoon'." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad and generation kwargs after sync_gpus are different generation bugs." + "reason": "Cache no_grad decoration and generation after sync_gpus are different generation-path concerns, not one concrete duplicate." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + "reason": "Documentation leftovers about pipeline removal are unrelated to the other issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and missing image backend handling are different processor issues." + "reason": "Both touch vision/video processing, but one is frame-count semantics and the other is backend-missing processor handling; different bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor parallel training are unrelated." + "reason": "MLflow reporting after training failure is unrelated to tensor-parallel training behavior." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate UnboundLocalError and docs confusion in model.forward are unrelated." + "reason": "Runtime generation UnboundLocalError is unrelated to documentation confusion about model.forward inputs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different models and likely different root causes." + "reason": "Both are v5 upgrade regressions, but they affect different models and have different failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are separate issues." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model loading breakage." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking failures are unrelated." }, { "left": "issue:43576", - "right": "issue:42757", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is unrelated to a type-checking regression in PretrainedConfig." + }, + { + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Broken env command and missing is_offline_mode import are different failures." + "reason": "A missing huggingface_hub import and a broken transformers env command are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application under model_init and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application in model_init has nothing to do with the DSA indexer/ReLU discussion." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and missing layer_type_validation import are unrelated." + "reason": "Documentation for model.forward is unrelated to an import error for layer_type_validation." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Env command breakage and missing Qwen2.5-VL import are different issues." + "reason": "One is a broken CLI command, the other is a missing model class import; not the same code path." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated model-specific issues." + "reason": "No apparent relation between the two issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + "reason": "RoPE implementation discussion and the unrelated 'racoon' issue are not duplicates." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are not the same bug." + "reason": "Top-level import failure for HybridCache and trust_remote_code cache FileNotFoundError are different load-path problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." + "reason": "Tensor parallel training bug versus pipeline documentation wording are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2 support and 'racoon' are unrelated." + "reason": "Flash Attention support limitation is unrelated to the other issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Env command breakage and Python 3.14 loading failure are different regressions." + "reason": "Broken env command and Python 3.14 import/load failure are different regressions." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are unrelated." + "reason": "SAM3 vision attribute error and cache loading FileNotFoundError are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about the attention interface; they are not the same concrete fix." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + "reason": "Different missing exports/imports from transformers; no evidence they share the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different problems and could not be merged into one PR cleanly." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "model_init Liger Kernel issue and FP8 inference on B200 are unrelated." + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B crash and a vague 'many models break' complaint are not the same underlying issue." + }, + { + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same bug." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." } ] }, @@ -18231,14 +18368,14 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 59, - "review_unit_count": 61, + "review_unit_index": 60, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:31795", "issue:33453", @@ -18264,7 +18401,6 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -18278,8 +18414,9 @@ "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", @@ -18290,9 +18427,6 @@ "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:43673|issue:44492", - "issue:44485|issue:46664", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44273|issue:45003", @@ -18306,11 +18440,11 @@ "issue:43572|issue:45850", "issue:44556|issue:45092", "issue:44492|issue:45850", - "issue:45278|issue:45850", "issue:42371|issue:44492", + "issue:45278|issue:45850", "issue:44230|issue:46095", - "issue:41669|issue:46218", "issue:43408|issue:44315", + "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18320,8 +18454,8 @@ "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44492|issue:46328", - "issue:41669|issue:44351", "issue:44704|issue:44908", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:43976|issue:46218", @@ -18329,283 +18463,289 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:43519|issue:46655" + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "59a8fbaceca1837976fbbbf83919c7deadc1b7e6b833a1d68e5aad2c53e3f182", + "prepared_review_unit_hash": "0223f65ad6f77360489a39aa30dab7e8c44b8e7edfb7f616ff8f2ffa57413e53", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39087, - "estimated_input_tokens": 9772, - "estimated_eval_tokens": 19800 + "serialized_chars": 39105, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific bugs that only overlap thematically (imports, lazy loading, config, processors, cache, and model compatibility). I did not find any pair that clearly describes the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the best representative because it most clearly captures the broad v4.57->v5.5 regression pattern and the import-related breakages that recur across the cluster.", + "summary": "This set is mostly heterogeneous. The only plausible duplicate subcluster is around lazy loading/import behavior; the rest are model-specific regressions, version-upgrade breakages, or unrelated bugs. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44273 is the clearest root bug report in the only cohesive subcluster (lazy loading / import behavior) and is the best representative of that theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful global anchor: it is broad enough to represent the cluster\u2019s dominant regression theme while still being concrete about the failure class.", + "best_issue_reason": "issue:44273 is the best overall representative because it states the underlying lazy-loading failure directly, while the nearby items are more like symptoms or adjacent import-performance complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Generic v5 breakage vs a specific Qwen3.5 chat crash; same theme, different failure." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked-prefill cache regression vs a cache-strategy typo; different code paths and symptoms." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM RoPE math issue vs SmolVLM video-frame handling; unrelated bugs." - }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading/import problem vs TensorFlow backend dependency error; not the same root cause." + "reason": "Different bug surfaces: lazy loading/import behavior vs TensorFlow backend installation/error handling." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Concrete processor.save_pretrained file bug vs a placeholder bug report; no duplicate evidence." + "reason": "A specific save_pretrained missing-files bug is not the same as an unspecified generic bug report." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Both touch loading/import internals, but one is lazy loading and the other is unsafe sys.modules access." + "accept": true, + "reason": "Both point to the same lazy-loading/import path; unsafe sys.modules access is a concrete root-cause candidate for the lazy-loading failure." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA-indexer discussion vs video processor padding; unrelated." + "reason": "Unrelated model bugs: DSA indexer behavior vs SmolVLM video num_frames semantics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-MoE inference issue vs missing tensor-parallel plan; different problems." + "reason": "Both mention Qwen models, but one is a general inference bug and the other is tensor-parallelism metadata; not the same concrete issue." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance cleanup vs generation cache missing; not the same bug." + "reason": "Import-star cleanup/performance and chunked_prefill cache handling are different problems." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Bounding-box hallucination vs PretrainedConfig type-checking regression; different code paths." + "reason": "Different code paths: Qwen3-VL output correctness vs PretrainedConfig type checking after v5." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Bounding-box output issue vs infinite-loop-on-image bug; distinct failures." + "reason": "Same family, but different symptoms and likely different code paths: bbox output errors vs infinite-loop generation." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command vs checkpoint reload incompatibility after upgrade; both v5-related but not duplicate." + "reason": "CLI env command breakage is unrelated to checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 breakage claim." + "reason": "A missing pad_token_id on one config is not the same as a broad complaint that v5 breaks many models." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a separate config regression." + "reason": "Different config attribute bug vs broad version-regression complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + "reason": "Both are v5 loading issues, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs broad model-breakage report; different issues." + "reason": "A cache-strategy typo is unrelated to broad model breakage in v5." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Both are v5 regressions, but one is import-error specific and the other is a vague broad complaint; not the same concrete bug." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + "reason": "Both complain about v5 breakage, but one is import errors after upgrade and the other is a broad frustration report; not the same bug." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request vs weight conversion question; different feature requests." + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import-* slowdown vs missing Qwen3_5 module import; related only at a very high level." + "reason": "Model-type warning for sam3_tracker and Liger Kernel application in model_init are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Model-type mismatch warning vs Liger-kernel application with model_init; unrelated." + "reason": "Import-star cleanup/import cost and a missing module import error are not the same concrete bug." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Slow import sometimes vs lazy loading not working properly; same area, but not the same bug." + "accept": true, + "reason": "Both describe the same lazy-loading/import problem surface; one frames it as broken lazy loading, the other as import slowness." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs scheduler kwargs ignored; unrelated." + "reason": "Test seed flakiness and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command vs inverse_sqrt scheduler kwargs issue; different components." + "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2 limitation vs Qwen3-VL bounding-box error; unrelated." + "reason": "Flash-Attention support error for Nemotron and Qwen3-VL bbox hallucination are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different problem classes." + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression; unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error vs generic bug report; no duplicate signal." + "reason": "Position_ids buffer access error is not the same as a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch in save_pretrained vs generic bug report; no duplicate signal." + "reason": "Tokenizer save_pretrained mismatch is a specific bug, not the same as a generic bug report." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs NumPy conversion slowdown in SequenceFeatureExtractor.pad; unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import-* slowdown vs cannot import HybridCache; both import-related but not the same issue." + "reason": "Processor kwargs forwarding and scheduler kwargs handling are different subsystems and bugs." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "cached_file kwargs forwarding bug vs scheduler kwargs ignored; different code paths." + "reason": "Import-star cleanup/performance is not the same as the HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* performance issue vs a small testing_utils bug; unrelated." + "reason": "Import-path cleanup and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility regression vs broad v5 breakage complaint; not duplicate." + "reason": "Python-version support and broad v5 breakage are not the same underlying issue." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility regression vs Qwen3_5 import failure; unrelated." + "reason": "Python-version compatibility and a missing Qwen3_5 module import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init validation vs tied-weight key AttributeError; different bugs." + "reason": "Optional post_init validation and tied-weights key handling are different bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; one is docs-only, the other is functional." + "reason": "Documentation confusion and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command vs lazy-loading issue; different components." + "reason": "The env CLI breakage is unrelated to lazy-loading/import behavior." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." + "reason": "Liger Kernel application in model_init and flash_attention_3 training degradation are unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding; different models and bugs." + "reason": "Timestamp calculation in Qwen3VL and padding calculation in SmolVLM video processing are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior is unrelated to scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are clearly heterogeneous, and the lazy-loading/import cluster is the only plausible thematic grouping. The soft-edge calls are generally conservative, and there are no PR pair mergeability issues to flag." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18613,14 +18753,14 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 60, - "review_unit_count": 61, + "review_unit_index": 61, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:28348", "issue:29870", @@ -18633,6 +18773,7 @@ "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18643,13 +18784,13 @@ "issue:43576", "issue:43606", "issue:43618", + "issue:43668", "issue:43704", "issue:43717", + "issue:44031", "issue:44230", "issue:44263", - "issue:44273", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -18658,7 +18799,6 @@ "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18672,18 +18812,15 @@ "issue:46894" ], "soft_pairs": [ - "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45230|issue:45310", - "issue:45468|issue:46894", "issue:43519|issue:44485", + "issue:45468|issue:46894", "issue:43576|issue:46218", "issue:44655|issue:44861", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", - "issue:44485|issue:45468", "issue:43704|issue:44485", + "issue:44485|issue:45468", "issue:46018|issue:46172", "issue:43502|issue:43519", "issue:42371|issue:43704", @@ -18714,294 +18851,284 @@ "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" ], - "prepared_review_unit_hash": "56a39d9a8edfb1fa99e4cb2b106d4307ceb53df7015efee5130b49d123584b31", + "prepared_review_unit_hash": "2ad055a8576d4439e8ab7dc1478e3700d15c96ffcc31d5fee56b1b1f22362827", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39627, - "estimated_input_tokens": 9907, - "estimated_eval_tokens": 20070 + "soft_pair_count": 42, + "serialized_chars": 39425, + "estimated_input_tokens": 9857, + "estimated_eval_tokens": 19970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad themes like model loading, tokenizers, or version-5 regressions, but not the same underlying bug/change. I reject all soft edges and treat the set as non-duplicate issues rather than a single coherent duplicate cluster.", - "confidence": 0.87, - "canonical_issue_reason": "No exact canonical issue stands out; the set is too mixed. If forced to pick an umbrella, issue 45850 is the broadest v5-regression report, but it is too vague to be a reliable duplicate canonical.", + "summary": "These items are largely unrelated model, tokenizer, config, and tooling issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:29870 is the clearest standalone bug report here: it has a specific runtime exception, an affected generation path, and a concrete failure signature.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the closest broad representative of the cluster, but it is not a strong canonical because it is generic and the surrounding issues span unrelated code paths.", + "best_issue_reason": "issue:29870 is the strongest issue to keep as a representative example because it is precise, reproducible, and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "Different topics: DSA indexer/ReLU discussion vs Gemma4 audio positional encoding bug." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated code paths." - }, - { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Generic 'Bug report' is too vague to match the specific Qwen3.5 MoE from_pretrained failure." + "reason": "Different failures in different model stacks: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift are different model failures." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct bugs." + "reason": "Both involve audio-related modeling, but one is Gemma-4 positional encoding while the other is a CohereASR training-loss shift bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Transformers env CLI breakage and Qwen3_5ForCausalLM import failure are not the same issue." + "reason": "Unrelated problems: a broken CLI command vs an import failure for a specific model class." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and _get_tied_weight_keys list handling are separate save/load problems." + "reason": "Both touch save/pretrained-related code paths, but one is missing pipeline save artifacts and the other is a tied-weights AttributeError." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Timestamp calculation in Qwen3VL is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup and a VRAM leak in Qwen3 are different changes and different bugs." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to Llama 3.2 vision model loading." + "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and failure modes: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE logic." + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are separate model-specific issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different code paths." + "reason": "Shared expert gating in DeepSeek-V4 is not the same code-path as the comb.to(dtype).transpose(...) bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network access bug is unrelated to timestamp calculation." + "reason": "local_files_only network leakage is unrelated to Qwen3VL timestamp handling." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." + "reason": "TF32 API guidance and a dataloader-thread VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 regression complaint does not match a specific Qwen3_5 import error." + "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3.5 import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + "reason": "Processor save_pretrained file omissions do not match Qwen3VL timestamp computation." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU-offload device mismatch and audio positional encoding are unrelated." + "reason": "CPU offload device mismatch for bark-small is a different bug than Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp math bug and multi-thread VRAM leak are not the same defect." + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are separate issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure involve different symbols." + "reason": "HybridCache import failure is unrelated to the Qwen3.5 model import problem." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a Qwen3_5 import error." + "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3.5 import error." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but the reported symptoms are not concrete duplicates." + "reason": "Both mention tokenizer behavior in v5, but one is a broad regression report and the other is a specific decoder-type bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel FlashAttention-2 support is too specific to merge with a generic Flash Attention 2.0 issue." + "reason": "Specific GPT2LMHeadModel FA2 support request is not the same as a general Flash Attention 2.0 feature issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated generic complaint are not duplicates." + "reason": "Scheduler kwargs handling has no relation to the unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and 'Unemployment' are unrelated." + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "A placeholder issue is not the same as a broad v5 regression report." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + "reason": "Python 3.14 load failure is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template tool-call crashes are different bugs." + "reason": "Tied-weights key handling is unrelated to chat template crashes with tool-call assistant messages." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError are unrelated." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight key handling are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights AttributeError." + "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are different issues." + "reason": "FP8 Qwen3-VL support is unrelated to missing files on processor.save_pretrained." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention FlashAttention 2.0, but they target different model classes and code paths." + "reason": "Flash Attention 2.0 support for GPT2 is a different model-specific request than NemotronH FA2 support." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + "reason": "A generation-time UnboundLocalError is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." + "reason": "MLflow reporting on job failure is unrelated to from_pretrained performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading and tensor-parallel training bug are different failure modes." + "reason": "Slow model loading and tensor-parallel training bugs are different issues." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance loading issue and documentation confusion are not duplicates." + "reason": "Checkpoint loading performance and forward-argument documentation are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different requests." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 is not the same as a from_pretrained error in Qwen3.5 MoE." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + "reason": "Continuous batching for audio models and FP8 inference support are different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface are different model implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated bugs." } ] }, @@ -19016,14 +19143,14 @@ "label": "issue", "component_index": 1, "component_count": 26, - "review_unit_index": 61, - "review_unit_count": 61, + "review_unit_index": 62, + "review_unit_count": 62, "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-10000-506", + "cluster_id": "cluster-10000-507", "nodes": [ "issue:37934", "issue:42936", @@ -19031,12 +19158,9 @@ "issue:43668", "issue:43813", "issue:44031", - "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:42936|issue:46018", - "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -19047,100 +19171,88 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c6c832477bc337b748936b550a0697ffbdf2b3918258157d24ef8e43bdc1c8d9", + "prepared_review_unit_hash": "7047f85058c4671dac987589d17162c1f349ff7241b721d113b8432aec998220", "component_budget": { - "node_count": 506, - "item_count": 506, - "soft_pair_count": 1859, - "serialized_chars": 964747, - "estimated_input_tokens": 241187, - "estimated_eval_tokens": 482630 + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7772, - "estimated_input_tokens": 1943, - "estimated_eval_tokens": 4142 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6640, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated models/components (norm layers, Mask2Former loss handling, ModernBERT config typing, tokenizer warnings, DeepSeek gating, RoFormer attention). I do not see a true duplicate group here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are a mixed bag of unrelated bugs: model normalization, tokenizer warnings, config typing, quantization typos, loss kwargs plumbing, and RoFormer attention implementation. I don\u2019t see any true duplicate pair in the provided soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43240 is the strongest anchor because it has the most inbound references and relatively high discussion activity, making it the most central/impactful item in an otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43240 is the best representative issue only in the sense of cluster prominence; it is not a semantic duplicate of the others, but it is the most widely referenced and discussed item here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code-path bug." - }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and kwargs propagation to loss functions are unrelated behaviors." + "reason": "Different bugs: Mask2former ignore_value handling vs. kwargs not reaching a loss function. Same general area (model loss behavior) but not the same underlying issue." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding is not the same underlying problem as RoFormer attention interface usage." + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention not using the attention interface." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-option handling and tokenizer regex warnings affect different subsystems." + "reason": "Mask2former ignore_value usage and tokenizer regex warning are different subsystems and different failure modes." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No overlap in code path: segmentation loss handling vs RoFormer attention implementation." + "reason": "No shared code path: Mask2former loss masking vs. RoFormer attention implementation structure." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug and a typo in a quantization attribute name are unrelated." + "reason": "Ignore_value handling in a model and a typo in a quantization attribute are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but in different configs/modules and not the same bug." + "reason": "ModernBERTConfig norm_eps type hint and orig_conversion.quantization_operation typo are separate configuration/typo issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same fix." + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint on a config field." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMSNorm-vs-L2Norm question is about model implementation semantics, not a ModernBERT config type hint." + "reason": "RMS norm question for Llama4TextL2Norm is a model-architecture question, not a ModernBERT config typing bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss behavior and ModernBERT config typing are different artifacts and fixes." + "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps type hint are not the same bug." } ] }, @@ -19159,8 +19271,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19173,12 +19285,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d0189a0fb25da5358e9d669f271daf1fa632fea18fbfa5ab7e3283551742f456", + "prepared_review_unit_hash": "b5048bad701cd286ff7b5aa29998a1f2d3c39f90d745a4c9ab1952233cbce1d2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19186,7 +19298,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -19195,30 +19307,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are about unrelated topics: token truncation behavior in NLP, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. No duplicate cluster is evident.", + "summary": "All three are distinct feature requests in different areas: truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. No duplicate/near-duplicate issue cluster is supported here.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:10519 is the most concrete and clearly scoped request, with a specific behavioral change and clear expected API extension.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear canonical representative because the items do not describe the same underlying problem; they are distinct feature requests/questions.", + "best_issue_reason": "issue:10519 is the best representative issue because it is the most specific and actionable of the three; the others are broader or target unrelated functionality.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: truncation direction for tokenization vs word start/end offsets in Wav2Vec2." + "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary offsets; no shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: token truncation behavior vs learning-rate scheduler functionality." + "reason": "Unrelated features: truncation from the beginning vs learning-rate scheduler behavior; not the same code-path problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different concrete problems: scheduler-like behavior vs Wav2Vec2 time-offset extraction." + "reason": "Completely different topics: scheduler functionality vs audio model timing offsets; no plausible mergeable common fix." } ] }, @@ -19237,8 +19349,8 @@ "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": [ @@ -19250,12 +19362,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e23a65404e3e1f16e84f8b3f6117e37e2843cf823eeb0616d8733aee3c736cb0", + "prepared_review_unit_hash": "c0efdf31623ba8040d8ec6633ecfdbcdf220fe786f44b4fac1e9b8cd3a63c3d3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19263,7 +19375,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19272,24 +19384,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No strong duplicate cluster here. The issues are about different parts of the system: tokenization, private-model authentication/error messaging, and a generic model-loading failure. Neither soft pair looks like the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #16618 is the most broadly framed user-facing loading problem and is the closest representative of the cluster, but it is not clearly a duplicate of the others.", + "summary": "These are three mostly unrelated issues. The only apparent overlap is between the two model-loading reports, but they describe different failure modes: private-model auth/error messaging vs. inability to load bert-base-uncased. The TAPAS tokenization issue is separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining reports, so it is the best representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the best issue candidate by scope and prominence; the others are narrower or unrelated.", + "best_issue_reason": "issue:16618 is the closest thing to a general model-loading problem in this set; 15980 is specifically about unauthenticated access to a private model, and 13244 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch vs. inability to load a model are different code paths and different failure modes; no evidence they describe the same bug." + "reason": "Different domains entirely: TAPAS tokenization vs. model loading for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a private model download/login error, while #16618 is a generic 'can't load bert-base-uncased' report; the scenarios and underlying bug are not clearly the same." + "reason": "Both mention loading models, but one is a private-model login/auth error and the other is a generic failure to load bert-base-uncased; not the same bug." } ] }, @@ -19319,7 +19431,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "e41c8af301eb8349a5ff4673d52393cdfe346ef4bcdffb8132506749b541f98f", + "prepared_review_unit_hash": "ba33120879587042a942e1593a34c85a68a1e5e636b6569bbeed452e90363f89", "component_budget": { "node_count": 2, "item_count": 2, @@ -19341,18 +19453,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are thematically similar community-contribution requests for broader architecture support, but they target different features and codepaths: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #26350 is the stronger representative because it is older, has much higher discussion activity, and broader attention in the cluster.", + "summary": "These are unrelated feature-request issues in the same general area of model support, but they target different integrations: Flash Attention 2 vs GGUF. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the best issue to keep as the cluster representative due to higher activity and stronger community engagement.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: both are architecture-support requests, but they concern different technologies and implementation paths (Flash Attention 2 vs GGUF), so they are not the same underlying issue." + "reason": "Different requested capabilities and code paths. Flash Attention 2 support for more architectures is not the same underlying change as GGUF support for more architectures." } ] }, @@ -19371,8 +19483,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19417,214 +19529,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "4e95dded31a6e626a61e884d990ed93acf6a5fdab189d0df0e8dc463d23f27c0", + "prepared_review_unit_hash": "4b92817b073b675ba8d862b446c70fc01c30438e47eea009adf417d89e17fe01", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15971, - "estimated_input_tokens": 3993, - "estimated_eval_tokens": 8242 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15971, - "estimated_input_tokens": 3993, - "estimated_eval_tokens": 8242 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated language-specific translation requests that should not be merged together. The only clear duplicates are the generic placeholder translation issues and the exact Thai duplicate pair; no PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43834 is the earliest generic placeholder translation request and the best representative of the placeholder-duplicate subgroup.", + "summary": "This cluster is mostly template-driven false positives: the i18n translation-request issues are separate by language/request, not duplicates. The only clear duplicate-looking pair is the two identical Thai-title issues 46222 and 46226.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46222 is the best representative because it is the earlier and more-referenced copy of the only clear duplicate pair (46222/46226).", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the most suitable single issue to keep because it is the broad template-like translation ticket and predates the near-identical copies.", + "best_issue_reason": "issue:46222 is the strongest cluster representative for the same reason: it anchors the one true duplicate pair, while the other issues are separate requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request; similar template wording is not enough to treat them as the same issue." + "reason": "Different issue instances; this is Turkish-specific, while 44370 is just a generic template-like translation request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request; not the same underlying task." + "reason": "Different issue instances; Turkish translation request vs another generic/template translation issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder template; not the same issue." + "reason": "Different issue instances; Turkish translation request vs template-placeholder translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language and separate translation request." + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language and separate translation request." + "reason": "Different languages (Turkish vs Spanish), so these are separate translation requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic placeholder template; not a duplicate." + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request." + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages; these are separate translation tasks." + "reason": "Different languages (Spanish vs Romanian), so these are separate translation requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request." + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request." + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different translation requests; high textual similarity alone is insufficient." + "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different translation requests; not a clear duplicate." + "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title and near-identical body; looks like a duplicate copy of the same translation ticket." + "accept": false, + "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder title and near-identical body; likely duplicate." + "accept": false, + "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title and likely different language-specific request; not the same issue." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different language-specific request; not the same issue." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different translation request; not a duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Same generic placeholder title and near-identical body; clear duplicate of the placeholder ticket." + "accept": false, + "reason": "Very similar template text, but no evidence of the same concrete request; treat as separate issues." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title and likely different language-specific request; not a clear duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different language-specific request; not a clear duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different translation request; not a duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title and likely different language-specific request; not a clear duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different language-specific request; not a clear duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different translation request; not a duplicate." + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and identical-looking content; clear duplicate." + "reason": "Same Thai title/body shape and one-day separation; this looks like a duplicate post of the same issue." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai title; likely a different request rather than the same issue." + "reason": "Different Thai titles and likely different content; not the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai title; likely a different request rather than the same issue." + "reason": "Different Thai titles and likely different content; not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the placeholder translation issues share the same generic title and very high similarity, and the Thai pair has an exact title match with identical similarity evidence. The non-duplicate calls are conservative given the distinct language-specific titles. No PRs are present, so that part is also supported." + "feedback": "Grounded overall and conservative. The canonical choice of 46222 is supported by identical titles, identical body length, earlier timestamp, and inbound references, and the false negatives on the template-like i18n issues stay within the evidence available. Minor caveat: calling 46931 'unrelated' is a bit stronger than the packet alone proves, but not enough to invalidate the review." }, "evaluator_used": true, "retried": false, @@ -19640,8 +19752,8 @@ "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-36718-21", "nodes": [ @@ -19717,322 +19829,304 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "3097c5560ddb8a80355eb1a5f6cdfb3b932a3591bc3a45ab12f98c67dff6bd00", + "prepared_review_unit_hash": "00ff0259f5b5b9d85298b0dfe96b3590c10b85749e529d2e5de5dcb56c26e72f", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose topical cluster of model-request issues, not a duplicate set. The shared similarity is mostly generic \"add support for model X\" language, while the actual models, tasks, and code paths differ.", + "summary": "This is a loose semantic cluster of model-addition requests across many unrelated architectures and modalities; there are no true duplicate pairs here.", "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the issues span different models and even different modalities/tasks, so the soft similarity is too broad to represent one underlying request.", + "canonical_issue_reason": "issue:43837 is the closest semantic hub in this loose cluster, but it is still only a representative model-request issue, not a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe global representative for this cluster; any one choice would misrepresent the others as duplicates.", + "best_issue_reason": "issue:43837 is the most central and concrete request among the near-matches, so it is the best representative issue for the cluster even though the items are mostly distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different models and requests." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching vs MiniCPM3 model architecture add are unrelated requests." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "EuroBert config addition vs DEIMv2 model request; distinct models." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work and Qwen3-TTS support are different models and modalities." + "reason": "EuroBert config vs Qwen3-TTS support; different model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different architectures with no shared concrete change." + "reason": "EuroBert config vs RF-DETR model; unrelated architectures." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are separate model requests." + "reason": "EuroBert config vs XiaoMi MiMo; distinct model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same fix." + "reason": "RF-DETR vs DEIMv2; both vision-related but not the same underlying change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated model families." + "reason": "RF-DETR object detection vs LFM2.5 Audio; different domains." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer support are different concrete changes." + "reason": "RF-DETR model addition vs sparse-transformer request; unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + "reason": "RF-DETR vs Qwen3-ASR; different models and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + "reason": "RF-DETR vs Qwen3-TTS; unrelated model families." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models." + "reason": "NeoBERT addition vs Qwen3-ASR support; different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and OpenAI weight-sparse transformer are different model changes." + "reason": "NeoBERT vs weight-sparse transformer; not the same code-path change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio request different architectures and modalities." + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." + "reason": "RF-DETR vs NeoBERT; different models and subsystems." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models, not one duplicate request." + "reason": "NeoBERT vs ModernVBERT models; similar BERT wording only, but distinct models." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are unrelated changes." + "reason": "MiniCPM3 vs sparse transformer request; different model families." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different models." + "reason": "MiniCPM3 vs ModernVBERT models; different architecture additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model areas." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model requests." + "reason": "DEIMv2 vs Qwen3-TTS; distinct model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT models vs Qwen3-ASR; different model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS do not describe the same underlying change." + "reason": "ModernVBERT models vs Qwen3-TTS; unrelated changes." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate requests." + "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same bug or feature." + "reason": "BERT-like models with RoPE vs Voxtral TTS; broad transformer overlap only, not the same change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly, not as one concrete request." + "reason": "ModernVBERT models vs BERT-like models with RoPE; related theme but not duplicate." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE support for BERT-like models and XiaoMi MiMo are different requests." + "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." + "reason": "BERT-like models with RoPE vs a person-name issue; unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different models and tasks." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." + "reason": "MiMo vs Qwen3-TTS; unrelated model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + "reason": "MiMo vs DeepSeek-OCR2; different models." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." + "reason": "MiMo vs a personal-name issue; clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modality support requests." + "reason": "Qwen3-TTS vs Qwen3-ASR; same model line but different capabilities and separate changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related but different models and likely different implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities/models." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer support are different concrete code changes." + "reason": "Qwen3-TTS vs sparse transformer; different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-oriented, but different models and requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR support vs EUPE request; different model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different tasks and models." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated model features." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "Qwen3-ASR vs Voxtral TTS; same general domain, but not the same underlying change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models." + "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities/models." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different models and tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE vs TIPSv2; both vision-language related, but distinct model requests and code paths." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "ModernVBERT models vs a personal-name issue; unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." + "reason": "Voxtral TTS support vs a personal-name issue; unrelated." } ] }, @@ -20051,8 +20145,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20062,12 +20156,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b2e78a3c4f7af48497afef063cd1d77bc5106b202dbeec87e41b65584bb898b5", + "prepared_review_unit_hash": "66d8b5494ad2607fea8f8ec93c0d3000a612f4a832da6b76333565d5df3c3f31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20075,7 +20169,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20084,18 +20178,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates or closely related: one is a docs-only request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no clear canonical cluster item here.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is a Vision RoPE refactor. The soft similarity is too weak to imply the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must represent the cluster, #46443 is the better pick because it is the more concrete technical work item; #38740 is a separate documentation request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the more substantive technical issue in the set; #38740 is a separate documentation request and does not represent the same underlying task.", + "best_issue_reason": "#46443 is the more suitable issue to keep as the cluster representative only because it is a specific engineering refactor, whereas #38740 is unrelated documentation content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and work types: a documentation addition request versus a Vision RoPE code refactor. No shared underlying bug/change." + "reason": "Different subjects and problem domains: documentation for an optimization framework vs a Vision RoPE refactor. No evidence they describe the same underlying bug or change." } ] }, @@ -20114,8 +20208,8 @@ "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": [ @@ -20125,7 +20219,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "cf8d435d1601b699d2e71fdad27be1b9de29a9b480a57eedbdd5a97074104cde", + "prepared_review_unit_hash": "5e8143d398fea5dcb4341f64b1b44bf7e06b60706f9b8bfcf0b435e1878fd52c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20147,18 +20241,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated in subject and likely should not be clustered as duplicates: one is about block decoding, the other about DeepSeek v3.2 support.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles and implied scopes are different enough that neither issue can stand in for the other.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the more specific, user-facing request and is easier to act on as a standalone feature/support item, but it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and outcomes: decoding logic vs. model/version support. No shared code path or concrete duplicate signal." + "reason": "Reject: these describe different problems in different parts of the product; there is no evidence they refer to the same underlying bug or change." } ] }, @@ -20177,8 +20271,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20188,40 +20282,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "22a80cd867fc0e2b3d1dae245f9b93bbd3f10fb8d69b5e767dae6f460f262083", + "prepared_review_unit_hash": "df1993bbc4421a6412371e05b0e31363546eda16d9e15ebc5931bc2d1f86a284", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both memory-efficiency related feature requests, but they target different components and changes: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or patch.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request; issue 41826 is a separate enhancement for a different module and should not be treated as the same ticket.", + "summary": "These are unrelated feature requests: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "41306 is the better representative if one issue must anchor the cluster because it has a specific API/flag request and a clearer implementation target.", + "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative issue for this cluster; 41826 is a separate TiledMLP feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes in different subsystems: FLCE/from_pretrained support versus TiledMLP integration. Shared memory-footprint theme is too broad to consider them the same bug/change." + "reason": "Different model components and different requested changes: FLCE flag handling in `from_pretrained()` versus adding TiledMLP. They do not describe the same underlying bug or change." } ] }, @@ -20240,8 +20334,8 @@ "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": [ @@ -20251,7 +20345,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "40303d0fa97ea5f9b4938943739a0ab357fd7af9d85bd46bbbdda515df2ef6af", + "prepared_review_unit_hash": "1c08089d6b8be823f7b75d255987a7e78fb5bdc73d73f83330de2fb435a01a01", "component_budget": { "node_count": 2, "item_count": 2, @@ -20273,18 +20367,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about Trainer customization, but they target different problems: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. They are related at a subsystem level, not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are thematically related around Trainer customizability, but they describe different problems: one asks to make `remove_unused_column` more customizable, while the other asks to handle FLOPS estimation for custom trainers. They are not the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43598 is the more concrete Trainer customizability request and better represents the shared theme of extending Trainer behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more concrete and self-contained topic, so it would be the better representative if a single issue had to anchor this cluster, but the pair does not look like duplicates.", + "best_issue_reason": "issue #43598 is the clearest representative of the cluster\u2019s general Trainer customization concern, though the two issues are distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different Trainer concerns and code paths: one is about unused-column removal customizability, the other about FLOPS estimation for custom trainers. Broad thematic overlap is not enough to treat them as duplicates." + "reason": "Related to Trainer customization, but the requested changes are different: one concerns unused-column removal behavior, the other concerns FLOPS estimation for custom trainers. They would not plausibly be merged as one bug fix." } ] }, @@ -20303,8 +20397,8 @@ "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": [ @@ -20314,12 +20408,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d1d88c2b46e4438fb35482cedf9972e75780ad07f558143e28b8397de761742c", + "prepared_review_unit_hash": "764b06b40780431da927b90d6b638ea04ca951776d766cb4b6771c098246cbb4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20327,7 +20421,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20336,18 +20430,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different model families and different auto-class tasks: Qwen3-Omni generation model registration vs Qwen3.5 sequence-classification support. They are not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are related feature requests about adding Qwen-family support to auto classes, but they target different model variants and different auto-model heads, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader request: it asks for registration in both AutoModel and AutoModelForConditionalGeneration, making it the better umbrella issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43684 is the strongest representative because it is more general and directly about auto-class registration, while #44405 is a narrower sequence-classification request for a different Qwen config.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different requested capabilities and code paths: one asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not mergeable into a single fix." + "reason": "Not the same underlying bug/change: #43684 requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different auto-class paths." } ] }, @@ -20366,8 +20460,8 @@ "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": [ @@ -20384,12 +20478,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e32e3d306225239478fe9d3613f4dee2b160c1cc48f0220a93dcb2c2332870f3", + "prepared_review_unit_hash": "344116e2716dd85b63974fde710cb8d1d57e668d271bc0da17327be6a4737df7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20397,7 +20491,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20406,58 +20500,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface \" appear to be the same low-information duplicate cluster; \"Fett\" looks unrelated and should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the near-identical \"huggingface \" reports and is representative of the duplicate set.", + "summary": "All four issues are extremely sparse and look like generic/possibly spam submissions; the only commonality is superficial title similarity, so none can be confidently merged as the same underlying problem. 43859 is the strongest representative because it has the only discussion activity.", + "confidence": 0.62, + "canonical_issue_reason": "43859 is the best cluster representative only because it has the only discussion activity; however, the issue text is still too thin to establish a concrete bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best overall issue representative: it matches the other two identical-titled reports and gives the clearest anchor for deduping.", + "best_issue_reason": "43859 is the most suitable issue to keep as the representative due to its slight extra signal (discussion activity) over the other near-empty issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles differ completely and there is no shared concrete problem description; this looks unrelated rather than a duplicate." + "reason": "Shared similarity is only superficial title overlap; there is no substantive body or target evidence showing the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface \" issue pattern and no issue details indicate the same bug." + "reason": "Only generic similarity is present, with no concrete description to confirm they refer to the same bug or change." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No substantive overlap beyond being short, sparse issues; the titles point to different topics." + "reason": "The items are too underspecified to prove a shared underlying problem; title similarity alone is not enough." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same near-identical title and similarly empty bodies; they look like duplicate reports of the same issue." + "accept": false, + "reason": "These have identical titles, but the available content is still too minimal to verify the same underlying issue rather than repeated noise." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and no distinguishing technical details; likely the same underlying report." + "accept": false, + "reason": "There is no concrete issue detail tying them to the same bug or request beyond a generic shared title theme." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and same low-information content, with no evidence of a different problem." + "accept": false, + "reason": "The evidence does not go beyond weak title similarity, so a duplicate merge is not justified." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title, while 43835 has a different title and no other evidence ties it to that cluster. The canonical choice of 43845 as the earliest of the repeated-title issues is reasonable. The soft-edge verdicts stay conservative given the limited evidence, so I accept." - }, - "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 }, @@ -20469,8 +20560,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -20495,106 +20586,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "c20b45ca0cfa4aa6fc9bb6de26886d650ca461c1c72d69c7fc11c8e851a0bd70", + "prepared_review_unit_hash": "1a9fc9c1e3d763a18f26acde9f72884ab2886c5efa6e2169fdd7f13f6f4ab7ab", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like unrelated low-information/spam issues rather than duplicates of one concrete bug or change. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-signal spam or generic issue text. I did not find any pair that clearly describes the same concrete underlying bug or change, so I rejected all soft edges.", + "confidence": 0.23, + "canonical_issue_reason": "issue:44418 is the most issue-like and least obviously spammy title in the set, but the overall cluster is too thin to be confident.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44418 is the best representative only because it resembles a real documentation request more than the other clearly spammy or promotional titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders with no concrete bug, change, or shared target to unify." + "reason": "Both are generic spam placeholders with no concrete bug/change description; same text alone is not enough to treat them as the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "No substantive content beyond a spam title; nothing shows the same underlying issue." + "reason": "Both are generic spam placeholders, but there is no evidence of a shared code-path problem or actionable duplicate issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a documentation suggestion; these are not the same problem." + "reason": "One is spam, the other is a generic documentation suggestion; these do not look like the same underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Generic spam versus a community benchmark tip; no shared code-path or change request." + "reason": "Spam placeholder versus a community benchmark tip; unrelated on the face of it and not a duplicate bug/change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam versus a topical but unrelated issue title; no evidence they describe the same thing." + "reason": "Spam placeholder versus promotional 'Check out Google LLC' text; no shared underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are unrelated." + "reason": "Generic documentation suggestion and spam placeholder are not the same concrete problem or change request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation request does not match a spam placeholder or any concrete duplicate target." + "reason": "Generic documentation suggestion and spam placeholder do not describe the same actionable issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no evidence they report the same underlying issue or change." + "reason": "These are identical spam-like titles, but they still do not identify a real bug/change to merge as a duplicate issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; no common bug or fix path." + "reason": "Spam placeholder versus benchmark tip; no evidence they refer to the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No substantive overlap beyond being low-information titles." + "reason": "Spam placeholder versus promotional message; unrelated and not a duplicate." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a benchmark tip are not the same underlying issue." + "reason": "Spam placeholder versus benchmark tip; not the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No evidence of a shared defect or change request." + "reason": "Spam placeholder versus promotional message; no concrete shared bug/change." } ] }, @@ -20613,8 +20704,8 @@ "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": [ @@ -20624,12 +20715,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "257983a2c6555fddc44148f5df7062e047e48fee7af36907245ff94fe274d30b", + "prepared_review_unit_hash": "54eddd3454fe9448553d3d6b5d23b57167927b67a2aacb0460e942c472bef294", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20637,7 +20728,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20646,27 +20737,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are near-duplicates with the exact same title and very similar bodies, describing the same energy-reduction proposal. Issue #45145 is the better canonical issue because it was created first and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is the earliest instance of the duplicated report and already has an inbound reference, so it is the best single place to keep the discussion.", + "summary": "The cluster is most likely a duplicate pair of the same issue report: 45145 and 45151 have identical titles and very similar metadata, and 45145 is the earlier report, so it should represent the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45145 was created first and has the same title as 45151, making it the best canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of the cluster because it predates #45151 and appears to be the original submission of the same issue.", + "best_issue_reason": "Issue 45145 is the strongest standalone issue because it is the earliest report in the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar issue content; both describe the same underlying energy-reduction proposal, so this is a clear duplicate pair." + "reason": "Identical titles plus the soft-similarity signal and close body sizes make these look like the same underlying issue report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have close body lengths, and the pair is flagged by soft similarity. The canonical issue choice is conservative and supported by the earlier creation time plus the inbound reference on #45145." + "accept": false, + "feedback": "The canonical choice of issue 45145 is grounded (it was opened first and has the same title as 45151), but the summary overstates the evidence by claiming the bodies are \"highly similar\" when the packet only provides body lengths and a soft-similarity signal. The 0.99 confidence is also too strong for a non-deterministic duplicate call." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20733,8 +20824,8 @@ "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": [ @@ -20744,7 +20835,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "8aeb279b3a05d2df3b4ac0fe5fe334b9015c807abe301aea079d6dc48f43e8da", + "prepared_review_unit_hash": "46e8e248ab52cf4c52da572f04555351c0f753b9ffc15644a1430c55c1701afb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20766,18 +20857,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate issue reports in any meaningful product sense; both are empty, person-name-only issues with no bug/change description, so there is no evidence they refer to the same underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue can be identified because neither issue describes a product problem or actionable report; they are just unrelated personal-name titles.", + "summary": "The two closed issues are unrelated: they are just different personal-name/date titles with no bodies, links, or shared evidence. This looks like accidental similarity rather than the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical candidate; both have no substantive content, so there is no meaningful 'best' issue to keep.", + "best_issue_reason": "No clear canonical issue: both issues are empty and unrelated, so neither is a better representative of a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are different personal names with different dates and there is no issue body or other evidence tying them to the same underlying bug or request." + "reason": "Rejected: the titles reference different people and dates, with no shared description or issue target indicating the same bug/report." } ] }, @@ -20796,8 +20887,8 @@ "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": [ @@ -20807,7 +20898,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fdad32a46430f4043c45693a9c38e58f4a661af8edc72f5df85920cf5240c38c", + "prepared_review_unit_hash": "d797e2c437189fffdf6111903dedff0bd766ebdcb360b0a69a9b5e355f8f39d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20829,18 +20920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated, containing only different personal-name titles and no shared technical context, targets, or discussion. This looks like accidental clustering rather than a duplicate bug report pair.", + "summary": "Two closed, empty issues with different name/date titles; they do not appear to describe the same underlying problem or change.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a better canonical technical report; both lack body content and any issue-specific context, and the titles indicate unrelated personal-name entries.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is suitable as a global best issue because there is no discernible bug, feature request, or shared problem statement to canonicalize.", + "best_issue_reason": "Neither issue is a strong canonical choice because the titles refer to different people and dates rather than the same bug or request; if forced, #45764 is only marginally earlier.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles refer to different people/dates and there is no shared technical subject, body text, or linked target indicating the same underlying issue." + "reason": "Different names and dates, no body text, targets, or file references; they do not look like the same underlying issue." } ] }, @@ -20859,8 +20950,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20870,7 +20961,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7d39c794ed66802fe3350ae35a7bf6bb93ca022b3f1883b1e029a5809978e74a", + "prepared_review_unit_hash": "38875bca2a34923ea1be1fd4b23d3432257d19b68f2b03c49731613559a9521a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20892,18 +20983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They address different features in different parts of the stack.", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model for value modeling, while the other asks for FP8 training support. They touch different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue; the issues are unrelated feature requests.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for the cluster, since 45810 and 46295 concern different changes (model head support vs FP8 training).", + "best_issue_reason": "Issue 46295 is the broader platform feature request, but it is still unrelated to 45810 and should not be treated as a canonical duplicate target for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a token-classification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." + "reason": "Different underlying requests: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The titles and descriptions do not indicate the same bug or change." } ] }, @@ -20922,8 +21013,8 @@ "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": [ @@ -20943,91 +21034,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "ab83e8f880803f7b7a16d8653060a284ad2caec8a7bfc5e13ae6e772581cddb9", + "prepared_review_unit_hash": "97fc9956d1e86cd4310596876bd247cba47e098d567659dac5ff85a2a3551040", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set splits into two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo item and does not match either pair.", - "confidence": 0.98, - "canonical_issue_reason": "There is no single canonical issue for the whole set because it contains two distinct duplicate requests; the clearest duplicate anchors are 45870/45871 and 45872/45873, with 45869 unrelated.", + "summary": "The set appears to split into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related (financial data) but looks like a different request. The duplicate evidence is strong for the identical-title pairs, but the packet does not prove they are exact duplicates, so the conclusion should stay conservative.", + "confidence": 0.89, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster because it contains two separate likely-duplicate pairs plus one related-but-distinct issue. If a representative must be chosen, 45870 is the earliest clean exemplar of the first likely-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest representative overall because its title is the most concrete and it forms an exact duplicate pair with 45873.", + "best_issue_reason": "45870 is the best overall representative because it is the earliest issue in one of the strongest duplicate pairs, has a clear self-contained title, and can stand in for that theme without overclaiming exact duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + "reason": "Related finance/theme overlap, but 45869 is a dataset bundle offer while 45870 is a DataForge prediction example; not the same underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + "reason": "Same broad financial domain, but 45869 and 45871 are different concrete requests; too little evidence to treat as duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same underlying example request; these look like exact duplicates." + "reason": "Identical titles and matching body lengths make these highly likely duplicates of the same example issue, though the packet does not prove an exact match." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are financial/DataForge-themed, but one is an example for prediction and the other is about a scraping service; not the same request." + "reason": "Different titles and different request focus: financial prediction example versus financial time series plus scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests: prediction example vs scraping service integration." + "reason": "Different concrete request and wording; the shared finance theme is not enough to merge them." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying requests: prediction example vs scraping service integration." + "reason": "These describe different example/service requests, so they do not look like the same underlying issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests: prediction example vs scraping service integration." + "reason": "Only loosely related by the DataForge/finance theme; not enough evidence of the same issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same underlying DataForge scraping-service request; these are exact duplicates." + "reason": "Identical titles and matching body lengths indicate these are highly likely duplicates of the same request, but not conclusively proven exact duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are exact title matches, while 45869 is a different title/domain and is not treated as a duplicate. No soft-edge verdict appears overstated." + "accept": false, + "feedback": "The summary overstates the evidence. In the packet, 45870/45871 and 45872/45873 have identical titles and matching body lengths, but the actual bodies are not shown, and every pair is only labeled `soft_similarity` with `deterministic_accept: false`. Calling them \u201cexact duplicates\u201d is stronger than the packet supports. The conservative conclusion is that they are highly similar/likely duplicates, not confirmed exact duplicates. The split into two theme clusters is plausible, but the duplicate verdicts and best-issue rationale need to be softened." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21040,8 +21131,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21051,7 +21142,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "6cc33f34af0f653402d50622e03a627f086b373773579eb331965a646e6b8a8a", + "prepared_review_unit_hash": "7bfe8e4f0377566df5c704760a5e0c06a3cb3d20450a74d7879b6f60e63de1ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -21073,24 +21164,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point to static-cache failures around `linear_attention`, but they describe different failure modes (`wrong shapes`/`RuntimeError` vs `KeyError: 'linear_attention'`). They look related at the subsystem level, not clearly the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader, likely root-level failure in `early_initialization` corrupting linear-attention shapes, which could explain downstream crashes.", + "summary": "These two issues appear related and both involve static-cache / linear-attention failures, but the packet does not establish that they share the same root cause. Issue 46439 is the broader report and the better cluster representative.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader code path (`early_initialization` and linear-attention cache corruption), making it a more general representative than the Qwen3.5-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone report: it names the offending path (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`), making it more actionable than the narrower Qwen3.5 KeyError report.", + "best_issue_reason": "Issue 46439 is the best issue representative for the cluster because it is less model-specific and names the affected mechanism more directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both involve static cache and linear-attention, but the reported failures differ materially (`shape corruption` vs missing `linear_attention` key). Not enough evidence they are the same concrete bug." + "reason": "The titles suggest a related static-cache/linear-attention problem, but with only soft similarity and no shared targets, filenames, or diff evidence, the packet does not justify treating them as the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. We only have the issue titles and a soft-similarity signal, so saying both issues 'point to the same underlying bug' overstates the evidence. A more conservative wording would be that they appear related and both involve static cache / linear-attention failures, but the packet does not establish they are the same root cause." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21103,8 +21197,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21114,12 +21208,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "b5d26d127e2a1f0317ad02d05824f46129c5f6b4f240ccd4a9d213139e1f96d0", + "prepared_review_unit_hash": "20804bc289f18a61d6012ca10e599b5f2b615956592d7ae01bf89792861d32ae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21127,7 +21221,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21136,24 +21230,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-perfect duplicates with identical titles and bodies about the Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", + "summary": "These two issues are effectively the same report: identical title, near-identical body, and the same Wav2Vec2CTCTokenizer v5 special-token leak behavior. The open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better living tracker for this duplicate report.", + "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better place to keep active discussion and resolution tracking.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 best represents the cluster because it is open and already referenced, making it the most useful issue to keep as the canonical record.", + "best_issue_reason": "Issue #46552 is the best issue candidate because it is open and describes the same concrete tokenizer regression as #46551.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same underlying tokenizer bug, and matching report details indicate these are duplicates of the same issue." + "reason": "Same title and essentially the same report of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token leak; this is a straightforward duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the issues share the same title, same body length, and soft-similarity evidence with Jaccard 1.0. Choosing the open issue #46552 as canonical is reasonable and conservative." + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, and the same reported bug, with one open and one closed. The duplicate verdict is conservative and appropriate." }, "evaluator_used": true, "retried": false, @@ -21169,8 +21263,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21180,7 +21274,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "7d9f6e965a736d79eeef62868c878aaec8ec54731a16e9e303d7861859d3118d", + "prepared_review_unit_hash": "62e1d57f71eeb856faef51d64affc2e5f0ede2c32c80509516a4e9e3a7d560d4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21202,18 +21296,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about training failures, but they describe different underlying problems: a tensor shape mismatch in object detection training versus out-of-memory after several epochs in RT-DETR v2. They are related by broad training context only, not by the same bug.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is the more concrete and generalizable training bug report; however, it is not the same problem as #46692.", + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, #46657 is the more general training-error report, but the cluster does not justify a single canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the best single issue to anchor the cluster if one must be chosen: it has a specific failure mode and a clearer bug description, while #46692 is a different OOM symptom with a different likely root cause.", + "best_issue_reason": "#46657 is the cleaner representative of a concrete runtime training failure, but it should not subsume #46692 because the symptoms and likely fixes differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Do not merge: #46657 reports a tensor size mismatch during object detection training, while #46692 reports out-of-memory after some epochs in RT-DETR v2. Same broad training domain, but different failure modes and likely different fixes." + "reason": "Different problem classes: tensor shape mismatch vs memory exhaustion. The titles and descriptions point to separate bugs rather than the same underlying issue." } ] }, @@ -21232,8 +21326,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21243,7 +21337,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "dc0996677310aa9a41cf02883b3f87e2d688cebd06f85dee31f2db320c469d8d", + "prepared_review_unit_hash": "3c382bde6590f2f780eab645429ede1bd4cec39b81bae2270fb40b4ef941bb38", "component_budget": { "node_count": 2, "item_count": 2, @@ -21265,18 +21359,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one reports a ZeRO-3 zero.Init sharding/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad theme of model loading behavior.", + "summary": "The two issues describe different failure modes in different code paths: one is a ZeRO-3/zero.Init partitioning problem causing OOM on load, the other is a 4-bit device_map/max_memory dispatch bug causing unexpected CPU placement and a ValueError. They are not duplicates.", "confidence": 0.96, - "canonical_issue_reason": "No canonical duplicate candidate: the failure modes, code paths, and user-visible errors are different (ZeRO-3 partitioning/OOM vs 4-bit auto device placement ValueError).", + "canonical_issue_reason": "No single canonical issue: these are separate bugs with different triggers, symptoms, and affected loading paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the stronger representative report: it names the affected submodule, the deployment context, and the concrete OOM symptom more clearly.", + "best_issue_reason": "Issue 46822 is the better representative only because it is more concrete about a specific loading failure, but it should not subsume 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bugs and different mechanisms; sharing 'model load' behavior is too broad to treat as the same underlying issue." + "reason": "Different underlying bugs: ZeRO-3 composite submodule partitioning vs 4-bit auto device mapping/max_memory dispatch. Shared high-level theme of model loading is too broad for duplication." } ] }, @@ -21295,10 +21389,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-7", + "cluster_id": "cluster-46906-8", "nodes": [ "issue:46906", "issue:46940", @@ -21306,7 +21400,8 @@ "issue:46969", "issue:46985", "issue:46998", - "issue:47037" + "issue:47037", + "issue:47049" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21317,173 +21412,195 @@ "issue:46940|issue:46948", "issue:46940|issue:46969", "issue:46940|issue:46985", - "issue:46940|issue:46998", + "issue:46940|issue:47049", "issue:46948|issue:46969", "issue:46948|issue:46985", "issue:46948|issue:46998", "issue:46969|issue:46985", "issue:46969|issue:47037", - "issue:46969|issue:46998", + "issue:46969|issue:47049", "issue:46985|issue:47037", - "issue:46985|issue:46998", + "issue:46985|issue:47049", "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46969|issue:46998", + "issue:47037|issue:47049", "issue:46948|issue:47037", - "issue:46940|issue:47037" + "issue:46948|issue:47049" ], - "prepared_review_unit_hash": "e4d8550ac8b52cde9a8111494eb645c2c109427190784ec32ace86cc2646385f", + "prepared_review_unit_hash": "04ccd0256c6b6eba9226fb8a6c27f7dd752fc94c5005d9173421a1d5c69a1841", "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 20, - "serialized_chars": 11156, - "estimated_input_tokens": 2789, - "estimated_eval_tokens": 5834 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13148, + "estimated_input_tokens": 3287, + "estimated_eval_tokens": 6830 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 20, - "serialized_chars": 11156, - "estimated_input_tokens": 2789, - "estimated_eval_tokens": 5834 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13148, + "estimated_input_tokens": 3287, + "estimated_eval_tokens": 6830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues appear to be a repeated daily triage series with the same template/title pattern, not evidence of the same underlying defect. I would not deduplicate them as hard duplicates; at most, 46906 is the best representative because it is the earliest and most referenced thread.", - "confidence": 0.78, - "canonical_issue_reason": "If a representative is needed, issue 46906 is the best anchor: it is the earliest in the series and has the highest inbound references/discussion activity among the set.", + "summary": "These are recurring daily \"[serge] integration failure triage\" issues for different dates, not duplicates of one another. They share a template and likely related subsystem, but each issue appears to track a distinct day's integration failures.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46906 is the earliest item in the series and has the strongest inbound reference count, making it the best representative anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "46906 is the strongest single issue to keep visible because it appears to be the original/earliest triage thread and has the most external attention. It is the best summary node for this recurring daily pattern.", + "best_issue_reason": "issue:46906 is the best overall issue candidate because it is earliest, most referenced, and clearly belongs to the recurring triage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series title pattern, but different dates strongly suggest separate daily reports rather than the same underlying issue." + "reason": "Same triage series/title, but different dates imply separate daily failure reports rather than one duplicated underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These look like separate day-specific triage threads, not duplicate reports of one bug." + "reason": "Recurring integration triage entries for different days; not the same concrete bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "The shared wording is generic; the date-stamped triage framing indicates distinct instances/work items." + "reason": "These appear to be distinct daily triage issues, not duplicate instances of one report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Likely separate daily triage issues, not the same defect or change request." + "reason": "Same template, but each issue corresponds to a different date and likely different failures." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same recurring triage label, but no evidence they refer to one concrete underlying problem." + "reason": "Different daily triage entry; similar wording alone is not enough to treat as the same issue." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage entries are more likely related in theme than duplicate in substance; no concrete same-bug evidence." + "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dates and generic triage wording make these distinct issues, not duplicates." + "reason": "Different date-based triage issues; no evidence of the same underlying bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "No evidence of the same underlying failure; these appear to be separate daily triage reports." - }, - { - "left": "issue:46940", - "right": "issue:46998", - "accept": false, - "reason": "The titles are templated and date-stamped, which is not enough to merge as duplicates." + "reason": "These are separate daily failure-triage reports, not duplicates." }, { "left": "issue:46940", - "right": "issue:47037", + "right": "issue:47049", "accept": false, - "reason": "These look like successive triage notes rather than one fixed bug report." + "reason": "Same broad triage series, but distinct day-specific tracking issues." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Likely separate daily triage threads with similar subject matter but different report context." + "reason": "Each issue tracks a different day's integration failures, so they should not be merged." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The available metadata supports a recurring series, not one shared underlying bug." + "reason": "Not the same underlying bug; just repeated daily triage naming." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No concrete shared code-path or exact failure details are available to justify deduping." + "reason": "Distinct dated triage issues with no concrete evidence they describe the same failure." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same template/title, but the day-to-day triage pattern indicates separate instances." + "reason": "Separate daily integration-failure triage entries." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "These are best treated as distinct daily triage issues, not the same bug." + "reason": "Different dates indicate different triage instances, not a duplicate issue." }, { "left": "issue:46969", - "right": "issue:46998", + "right": "issue:47049", "accept": false, - "reason": "No strong evidence they describe the same concrete failure." + "reason": "Same subsystem and template, but not the same concrete report." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The date-stamped triage format suggests different reports, so do not merge." + "reason": "Day-specific triage items; similar titles do not imply duplication." }, { "left": "issue:46985", - "right": "issue:46998", + "right": "issue:47049", "accept": false, - "reason": "Insufficient evidence of a shared underlying defect; these appear to be separate triage entries." + "reason": "These are separate daily reports in the same series." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Although titles match, the different dates and recurring triage context point to distinct issues." + "reason": "Different daily triage issue, likely for a different integration run." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Not enough to unify; they are separate dated triage reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage pattern, but different date means different issue." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No evidence these refer to the same underlying failure; they are date-stamped triage entries." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Consecutive days in the same triage series, but still distinct issues." }, { "left": "issue:46948", "right": "issue:47037", "accept": false, - "reason": "No concrete overlap beyond the generic triage label; likely separate daily reports." + "reason": "Different dated triage issues; title similarity is expected and not duplicate evidence." }, { - "left": "issue:46940", - "right": "issue:47037", + "left": "issue:46948", + "right": "issue:47049", "accept": false, - "reason": "These appear to be successive entries in a triage series, not the same issue." + "reason": "Separate daily integration triage reports, not one merged bug." } ] }, @@ -21502,8 +21619,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -21513,12 +21630,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "64ced8c9f9ce384b0a3966c2be3525a935ce8147fae1865a0f4f9f9d3c1267b6", + "prepared_review_unit_hash": "26c193c201348d7a6841ac27f2c7da960da68ab972555d504297480e49bcc3bc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21526,7 +21643,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21535,24 +21652,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are the same feature request for RWKV7 model support; they are very likely duplicates.", + "summary": "These two issues appear to be the same feature request: identical title, very high textual similarity, and no evidence of distinct scope. The open issue is the better canonical holder.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46984 is the better canonical because it is still open and can serve as the active tracking thread for the request.", + "canonical_issue_reason": "Issue #46984 is the open, more recent report and is the best place to track the remaining work.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best issue overall since it is open, current, and directly matches the duplicated request.", + "best_issue_reason": "Issue #46984 is the strongest representative because it is still open and likely the active discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same requested support, and highly similar issue content; these are the same underlying feature request." + "reason": "Same title and same underlying request to add RWKV7 support; no signals of different scope or distinct bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues have the exact same title, and the only pair evidence is high soft similarity. Treating #46984 as the canonical active thread is reasonable since it is open. The duplicate assessment is conservative enough." + "feedback": "The summary is grounded in the packet: both issues have the same title, the similarity score is high, and #46984 is the newer open issue. The soft-edge acceptance is conservative enough given the available evidence." }, "evaluator_used": true, "retried": false, @@ -21568,8 +21685,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -21579,12 +21696,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "974255f26bb39997d1a25fdabe5266eea34d62272cfc842a6673ba4ac43da7eb", + "prepared_review_unit_hash": "cb6a498bc38dceb52cdd54782fb74a0ea7db20f51e4dbb1b8a8ee43a786e4498", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -21592,7 +21709,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -21601,18 +21718,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad AI/cybersecurity topic posts rather than concrete bug reports, and they overlap only at a high thematic level. I do not consider them the same underlying issue.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 47015 is the more concise and general representative of the topic, but it is not a true duplicate of 47007.", + "summary": "Both issues discuss AI/LLM-based cybersecurity vulnerability discovery, but they read as separate high-level writeups/proposals rather than the same concrete bug or change. The overlap is thematic, not a clear duplicate target.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general title and better representative of the shared AI-vulnerability-discovery theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the cleanest stand-in for this cluster because its title is shorter and more generic, making it a better representative if one is needed.", + "best_issue_reason": "Issue 47015 is the best single issue to anchor this cluster because its title most directly captures the core topic without narrowing it to a specific lessons-learned framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Same broad AI vulnerability-discovery theme, but no concrete shared bug, change, or target; these read like distinct writeups/topics rather than duplicates." + "reason": "The two issues overlap in broad subject matter, but they do not describe the same underlying bug, feature, or actionable change. They appear to be separate conceptual discussions about AI-driven vulnerability discovery, so I would not merge them as duplicates." } ] }, @@ -21626,7 +21743,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21688,8 +21805,8 @@ "pull_request:46908|pull_request:47006", "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", - "pull_request:46970|pull_request:46971", "pull_request:46926|pull_request:46928", + "pull_request:46970|pull_request:46971", "pull_request:46927|pull_request:46986", "pull_request:46941|pull_request:46986", "pull_request:46926|pull_request:46941", @@ -21718,8 +21835,8 @@ "pull_request:47034|pull_request:47035", "pull_request:47019|pull_request:47025", "pull_request:46957|pull_request:46965", - "pull_request:46266|pull_request:46707", "pull_request:46196|pull_request:46995", + "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", "pull_request:46968|pull_request:47019", "pull_request:46707|pull_request:46968", @@ -21735,26 +21852,26 @@ "pull_request:46957|pull_request:46961", "pull_request:43451|pull_request:46995", "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47003", "pull_request:46961|pull_request:47035", + "pull_request:46266|pull_request:47003", "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46965", "pull_request:46961|pull_request:46965", "pull_request:46658|pull_request:46961", - "pull_request:46658|pull_request:46965", "pull_request:46196|pull_request:47025", "pull_request:43451|pull_request:44517", - "pull_request:46707|pull_request:47025", "pull_request:45694|pull_request:47035", + "pull_request:46707|pull_request:47025", "pull_request:46995|pull_request:47003" ], - "prepared_review_unit_hash": "861e0ca27de43fb4e2bf8907aff39c9fdd844dcd8d38202dc5de02d3550b3175", + "prepared_review_unit_hash": "64bbf81d4d42fecc2d63ac86a7faa520f8038e1e1e8f01edca2189a68dfe1549", "component_budget": { "node_count": 38, "item_count": 38, "soft_pair_count": 125, - "serialized_chars": 137708, - "estimated_input_tokens": 34427, - "estimated_eval_tokens": 69110 + "serialized_chars": 137698, + "estimated_input_tokens": 34425, + "estimated_eval_tokens": 69106 }, "budget": { "node_count": 36, @@ -21769,351 +21886,390 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A mostly unrelated PR cluster with model additions, docs, test fixes, and separate bug fixes. The CohereASR pair is not strong enough to call a duplicate: 46903 is tied to PPFormulaNet/issue 46901 and only overlaps in some CohereASR edits, while 46958 is a separate CohereASR-specific loss fix with a different implementation.", - "confidence": 0.91, + "summary": "This cluster is highly heterogeneous: most PRs are unrelated model additions, infra changes, docs tweaks, or isolated bug fixes. I don\u2019t see any soft-edge pair that clearly fixes the same concrete underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "46958 is the cleaner representative of the actual CohereASR loss bugfix: it is narrowly scoped to CohereASR, changes the loss computation directly, and is less mixed than 46903, which is issue-targeted to 46901 and spans PPFormulaNet plus shared CohereASR edits.", + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated features, bug fixes, tests, docs, and infrastructure changes.", "best_issue_reason": null, - "best_pr_reason": "46958 is the best global PR representative because it is a concrete, self-contained fix in a single model code path. The rest of the cluster is dominated by unrelated model additions, docs, tests, or distinct bug fixes.", + "best_pr_reason": "No PR is a global best duplicate representative here because the cluster is not a single bug/change family.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Too weak for a duplicate: 46903 is issue-targeted to 46901 and framed around PPFormulaNet, while 46958 is a separate CohereASR-specific loss fix using a different implementation." + "reason": "Both touch CohereASR loss handling, but they implement different fixes and 46903 also spans PPFormulaNet; not a clean one-bug duplicate." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Mamba2 OOM/runtime fix vs PEFT loading behavior; unrelated code paths and bug types." + "reason": "Mamba2 runtime/OOM fix vs PEFT loading change; same automation label, different code-path problems." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "GLM46V integration/load fix and Mamba2 OOM fix are different models and different failures." + "reason": "GLM46V input casting fix vs Mamba2 OOM/runtime fix; unrelated models and bugs." }, { "left": "pull_request:46950", "right": "pull_request:47006", "accept": false, - "reason": "Mamba2 OOM/test-loading fix vs Gemma3 generation/output-mismatch fix; not the same bug." + "reason": "Mamba2 kernel/OOM issue vs Gemma3 generation-cache behavior; different subsystems and failures." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failure modes; only generic test-fix similarity." + "reason": "GLM46V dtype/casting fix vs PEFT mismatch-size loading fix; unrelated." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT loading fix and Mamba2 test dtype/OOM-related fix are unrelated." + "reason": "PEFT integration loading fix vs Mamba2 test dtype change; different issues." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo cache handling vs Mamba2 test-loading/OOM changes; no shared concrete bug." + "reason": "Whisper/audioflamingo cache-state fix vs Mamba2 test dtype change; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "Different model families and distinct failures; no duplicate evidence." + "reason": "GLM46V input_ids casting vs Gemma3 cache defaults; different models and code paths." }, { "left": "pull_request:46951", "right": "pull_request:47006", "accept": false, - "reason": "PEFT integration loading fix and Gemma3 generation fix are unrelated." + "reason": "PEFT loading behavior vs Gemma3 generation-cache logic; unrelated." }, { "left": "pull_request:46971", "right": "pull_request:47006", "accept": false, - "reason": "Test fixture/load fix vs generation logic fix; different code paths." + "reason": "Mamba2 test-only dtype fix vs Gemma3 generation-cache bugfix; different concerns." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are output-mismatch themed, but they target different models and different underlying code paths." + "reason": "DAC RoPE/forward fix vs MusicGen Melody generation bug; different models and failure modes." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV32 load-error test fix vs Gemma3 generation bug fix; unrelated." + "reason": "DeepSeekV32 test offload tweak vs Gemma3 generation-cache fix; unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV32 integration/load fix vs BLIP-2 tokenizer registration; unrelated." + "reason": "DeepSeekV32 offload-folder test fix vs BLIP-2 tokenizer allowlist update; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL load-offload test fix are different issues." + "reason": "EdgeTam processor kwarg cleanup vs MiniMax-M3-VL test offload tweak; different issues." }, { - "left": "pull_request:46970", - "right": "pull_request:46971", + "left": "pull_request:46926", + "right": "pull_request:46928", "accept": false, - "reason": "MusicGen Melody output mismatch vs Mamba2 OOM/test-loading fix; different bug classes." + "reason": "MiniMax-M3-VL test-only offload fix vs BLIP-2 tokenizer list update; unrelated." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46970", + "right": "pull_request:46971", "accept": false, - "reason": "MiniMax load-offload test fix vs BLIP-2 tokenizer registration; not the same change." + "reason": "MusicGen Melody generation bugfix vs Mamba2 test dtype change; different code paths." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V integration/load fix and GLM-OCR output mismatch are different concrete issues." + "reason": "GLM46V input casting fix vs GLM-OCR architecture/module changes; same family name but different models and fixes." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different output mismatch fixes; not one underlying bug." + "reason": "DAC runtime correctness fix vs GLM-OCR model changes; unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax load-offload test fix vs DAC output mismatch fix; unrelated." + "reason": "MiniMax-M3-VL test offload fix vs DAC runtime bugfix; different problems." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "Tokenizer registration for BLIP-2 variant vs DAC model-output fix; different scopes." + "reason": "Tokenizer allowlist update vs DAC model fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs BLIP-2 tokenizer allowlist; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47006", + "accept": false, + "reason": "Tokenizer allowlist update vs Gemma3 cache/default behavior; unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC runtime fix vs Gemma3 generation-cache fix; different models and bugs." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "EdgeTam processor kwarg cleanup and DeepSeekV32 load-error fix are unrelated." + "reason": "EdgeTam kwarg cleanup vs DeepSeekV32 test offload adjustment; unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failure modes; no same code path." + "reason": "DeepSeekV32 test offload fix vs PEFT loading fix; different failure modes." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "EdgeTam processor/backbone kwarg fix and DAC output mismatch are unrelated." + "reason": "EdgeTam processor-kwarg cleanup vs DAC correctness fix; unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46927", "accept": false, - "reason": "Different models and distinct failures; no shared bug." + "reason": "MiniMax-M3-VL test offload fix vs GLM46V input casting fix; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "GLM-ASR pytest compatibility fix vs workflow automation for Serge patches; unrelated." + "reason": "GLM-ASR pytest-v9 compatibility fix vs workflow normalization PR; unrelated concerns." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Model class-attribute cleanup vs docs autolink cleanup; different scopes." + "reason": "GLM-ASR pytest compatibility vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "GLM-ASR pytest compatibility and CohereASR loss computation are unrelated bugs." + "reason": "GLM-ASR pytest compatibility vs CohereASR training-loss fix; different models and bugs." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR training-loss fix vs workflow normalization helper; no overlap in code path." + "reason": "CohereASR loss fix vs workflow normalization; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Automation workflow PR and MusicGen generate typo fix are unrelated." + "reason": "Workflow cleanup vs MusicGen generate typo fix; different scopes." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR training-loss bug vs MusicGen generation cache calculation; different bugs." + "reason": "CohereASR loss bugfix vs MusicGen cache-length typo; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM-ASR pytest compatibility vs Mamba2 test dtype fix; unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "Model loss fix vs docs autolink cleanup; unrelated." + "reason": "CohereASR loss fix vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup vs MusicGen generate bugfix; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow automation and docs cleanup are not the same change." + "reason": "Workflow normalization vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46971", "accept": false, - "reason": "Serge workflow normalization and Mamba2 test OOM fix are unrelated." + "reason": "Workflow normalization vs Mamba2 test dtype fix; unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Audio/attention-cache fix vs docs autolink cleanup; unrelated." + "reason": "Whisper/audioflamingo cache fix vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Dino modernization/conversion-mapping work vs finegrained FP8/generation optimizations; unrelated." + "reason": "Dinov2 conversion-mapping modernization vs finegrained FP8 decode optimization; different subsystems." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron training script work and torch-compile default change are not the same concrete bug or change." + "reason": "Neuron SFT experiment scaffolding vs torch-compile backend default for Neuron; related platform, but different changes." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Masking utility correctness guard vs Diffusion Gemma test adjustments; unrelated." + "reason": "masking_utils causal-mask contract fix vs DiffusionGemma test skips; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Broad generation/kernel optimization vs specific DeepSeek V4 use_cache=False support fix; different changes." + "reason": "Finegrained FP8 decode optimization vs DeepSeekV4 use_cache=False support; different features." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "wav2vec2 SDPA dispatch/docs and model changes vs MLU flash-linear-attention availability; not the same bug/change." }, { "left": "pull_request:46266", - "right": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Dinov2/Dino conversion-mapping changes vs masking_utils causal-mask guard; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", "accept": false, - "reason": "Model modernization/conversion mapping work vs docs autolink cleanup; no shared bug." + "reason": "Unlimited OCR model addition vs workflow normalization; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47019", "accept": false, - "reason": "Model addition PR vs masking correctness fix; unrelated." + "reason": "Molmo2 model addition vs masking_utils contract fix; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR model addition vs DeepSeek V4 cache-behavior fix; different underlying changes." + "reason": "Unlimited OCR model addition vs DeepSeekV4 cache support; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Finegrained FP8/generation optimization work vs workflow normalization; unrelated." + "reason": "Finegrained FP8 optimization vs workflow normalization; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46995", "accept": false, - "reason": "Molmo2 model addition vs import-utility feature support; different changes." + "reason": "Molmo2 model addition vs MLU flash-linear-attention availability; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Two different model additions/registrations; not the same feature." + "reason": "Molmo2 model addition vs Dinov2 conversion-mapping modernization; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:46961", + "right": "pull_request:47035", "accept": false, - "reason": "Dino modernization/conversion mapping work vs OpenVINO exporter addition; unrelated." + "reason": "Workflow normalization vs Neuron torch-compile backend default; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47035", + "left": "pull_request:46266", + "right": "pull_request:47003", "accept": false, - "reason": "Workflow automation and Neuron compile-backend default are unrelated." + "reason": "Dinov2/Dino conversion-mapping work vs OpenVINO exporter addition; different infra/features." }, { "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Unlimited OCR model addition vs flash-linear-attention availability change; different areas." + "reason": "Unlimited OCR model addition vs MLU flash-linear-attention availability; unrelated." }, { - "left": "pull_request:46961", + "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Workflow automation and DeepSeek V4 cache support are unrelated." + "reason": "Step-3.7-Flash model/build scripts vs DeepSeekV4 cache support; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "Step-3.7-Flash model build/convert work vs workflow normalization; different changes." + "reason": "Workflow normalization vs DeepSeekV4 use_cache=False support; unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:46965", + "right": "pull_request:46961", "accept": false, - "reason": "Step-3.7-Flash model infrastructure vs DeepSeek V4 cache behavior; unrelated." + "reason": "Step-3.7-Flash model/build scripts vs workflow normalization; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support vs Diffusion Gemma test tweaks; different code paths." + "reason": "wav2vec2 SDPA dispatch/docs vs DiffusionGemma test skips; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Model-addition PRs for different models (Molmo2 vs Qwen3-TTS), not duplicates." + "reason": "Molmo2 model addition vs Qwen3-TTS model addition; both are additions, but they target different models and code paths." }, { - "left": "pull_request:46707", - "right": "pull_request:47019", + "left": "pull_request:45694", + "right": "pull_request:47035", "accept": false, - "reason": "FSDP2 module/migration and masking-utils correctness guard are unrelated changes." + "reason": "TrainingArguments batch-size/split-batches fix vs Neuron torch-compile backend default; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "TrainingArguments split-batches fix vs Neuron compile-backend default; different problems." + "reason": "Native FSDP2 module/migration vs DiffusionGemma test skips; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "Flash-linear-attention availability check vs OpenVINO exporter implementation; unrelated feature work." + "reason": "MLU flash-linear-attention availability vs OpenVINO exporter; different backend features." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly conservative, but it overstates the one accepted pair. The packet does not ground 46903 and 46958 as the same duplicate bugfix: 46903 is issue-targeted to 46901, has a PPFormulaNet-focused title, and only shares some CohereASR file edits; 46958 is a separate CohereASR-specific fix using a different implementation. That is enough to keep the duplicate claim soft, not definitive. The rest of the rejections look conservative and grounded." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -22121,7 +22277,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22216,334 +22372,304 @@ "pull_request:46836|pull_request:47035", "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "d67d4fa946da5a1048aecd7e600fdef20e2a50c3f3f5293d21626683610cb63c", + "prepared_review_unit_hash": "606bfa11eb5f335fa10f3c5a8170b5ab670dea2588f8738fafa3444413c8727d", "component_budget": { "node_count": 38, "item_count": 38, "soft_pair_count": 125, - "serialized_chars": 137708, - "estimated_input_tokens": 34427, - "estimated_eval_tokens": 69110 + "serialized_chars": 137698, + "estimated_input_tokens": 34425, + "estimated_eval_tokens": 69106 }, "budget": { "node_count": 29, "item_count": 29, "soft_pair_count": 53, - "serialized_chars": 84925, - "estimated_input_tokens": 21232, - "estimated_eval_tokens": 42720 + "serialized_chars": 84915, + "estimated_input_tokens": 21229, + "estimated_eval_tokens": 42714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs mostly split into unrelated model-addition/docs work and separate model-specific bugfix clusters. The only clear duplicate pair is the CohereASR training-loss double-shift fix; the rest should stay separate.", - "confidence": 0.98, + "summary": "This cluster is mostly a loose similarity cluster of unrelated PRs (new model additions, doc/exporter changes, test fixes, and infra work). The only clear duplicate pair is the CohereASR training-loss double-shift fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical anchor because it directly targets issue 46894 and implements the CohereASR double-shift training-loss fix with the model/test changes in one place.", + "canonical_pr_reason": "PR 46895 is the best canonical representative because it directly targets issue 46894 and fixes the concrete CohereASR double-shift loss bug; PR 46958 is the same fix with a different implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the strongest representative of the only true duplicate cluster in this set; it is explicit about the underlying bug and has the clearest issue linkage.", + "best_pr_reason": "PR 46895 is the best PR in this cluster because it is the only clearly duplicate-supported, issue-linked fix and cleanly represents the underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions (Qwen3-TTS vs Unlimited OCR); shared docs/auto-mapping files do not indicate the same underlying change." + "reason": "Different model additions (VibeVoice vs Unlimited OCR); not the same change or bug." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "Unrelated changes: a TrainingArguments formatting tweak vs native FSDP2 infrastructure." + "reason": "Trainer batch-size/split-batches fix vs FSDP2 infrastructure work; unrelated code paths." }, { "left": "pull_request:44517", "right": "pull_request:47003", "accept": false, - "reason": "Different features in different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." + "reason": "Different features entirely: VibeVoice model support vs OpenVINO exporter." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition is unrelated to DiffusionGemma test cleanup." + "reason": "Molmo2 model addition vs Diffusion Gemma test cleanup; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model support and RoPE-related implementation/test changes are not the same bug or feature." + "reason": "Molmo2 model addition vs RoPE behavior changes; not the same bug/change." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Wave2Vec2 SDPA dispatch work is unrelated to the serge normalization workflow PR." + "reason": "wav2vec2 SDPA support vs Serge branch-normalization workflow; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model support and CI/workflow normalization are unrelated." + "reason": "Model addition vs workflow automation; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Cleanup workflow vs OpenVINO exporter are unrelated changes." + "reason": "Branch-normalization workflow vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization is unrelated to the Neuron SFT experiment." + "reason": "Workflow automation vs Neuron SFT experiment; different changes." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test/model changes are unrelated to the workflow PR." + "reason": "RoPE test/model work vs workflow automation; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step 3.7 Flash model integration and CohereASR loss handling are completely different changes." + "reason": "Step-3.7-Flash model support vs CohereASR loss fix; different models and bugs." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model support is unrelated to the batch-size/TrainingArguments fix." + "reason": "Molmo2 addition vs Trainer argument fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 model support is unrelated to the CohereASR training-loss bug." + "reason": "Molmo2 addition vs CohereASR training-loss fix; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments batch-size behavior and OpenVINO exporter support are unrelated." + "reason": "Trainer batch-size fix vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss bugfix and OpenVINO exporter work touch different code paths and cannot be merged as one fix." + "reason": "CohereASR loss bug vs OpenVINO exporter; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:46836", "accept": false, - "reason": "TrainingArguments batch-size fix is unrelated to Unlimited OCR model support." + "reason": "Trainer split-batches fix vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46895", "accept": false, - "reason": "Unlimited OCR model support is unrelated to the CohereASR loss bug." + "reason": "Unlimited OCR addition vs CohereASR training-loss fix; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47034", "accept": false, - "reason": "RoPE test changes and the Neuron finetuning experiment are unrelated." + "reason": "RoPE testing/model changes vs Neuron SFT experiment; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46968", "accept": false, - "reason": "Molmo2 model support and docs autolink cleanup are unrelated." + "reason": "Molmo2 addition vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup and OpenVINO exporter support are unrelated." + "reason": "Docs autolink cleanup vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both PRs fix the same CohereASR training-loss double-shift bug; they differ only in implementation style and target the same underlying code path, with the same issue target 46894." + "reason": "Same CohereASR training-loss double-shift bug in the same code path; the two PRs differ only in implementation details." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Both mention Mamba2 OOM, but one changes model code while the other is a test loading tweak; they are not the same concrete fix and are not one mergeable PR." + "reason": "Same model area (Mamba2) but not the same concrete fix: one changes runtime behavior, the other only adjusts test loading." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and failure modes: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM behavior." + "reason": "Different models and failures (Whisper/AudioFlamingo3 vs Mamba2); not the same bug." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper/AudioFlamingo3 test fixes are unrelated to the PEFT integration loading change." + "reason": "Audio/Whisper cache fix vs PEFT integration load flag; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input-id handling is unrelated to Whisper/AudioFlamingo3 cache/test fixes." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46927", - "accept": false, - "reason": "EdgeTam processor kwarg cleanup and GLM46V dtype/input handling are unrelated." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46971", - "accept": false, - "reason": "GLM46V fixes and Mamba2 test changes are unrelated." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46926", - "accept": false, - "reason": "DeepseekV32 test offload changes and MiniMax-M3-VL test offload changes are separate model-specific test fixes." + "reason": "GLM46V input handling vs audio/Whisper cache fix; different bugs." }, { - "left": "pull_request:46986", - "right": "pull_request:47006", + "left": "pull_request:46907", + "right": "pull_request:46927", "accept": false, - "reason": "GLM OCR model fixes and Gemma3 generation-cache fixes are different code paths." + "reason": "EdgeTam forward-kwarg cleanup vs GLM46V input casting; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46949", "accept": false, - "reason": "EdgeTam kwarg cleanup is unrelated to AudioFlamingo3/Whisper cache handling." + "reason": "EdgeTam kwarg cleanup vs audio/Whisper cache fix; unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models (glm_ocr vs gemma3) and different fixes; same failure label is not enough." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody test/model mismatch fixes and Gemma3 generation-cache changes are unrelated." + "reason": "MusicGen Melody test fix vs Gemma3 generation fix; unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "MusicGen Melody and GLM OCR are unrelated model-specific fixes." + "reason": "MusicGen Melody test fix vs glm_ocr test fix; different models." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam processor kwarg cleanup and Gemma3 generation-cache logic are unrelated." + "reason": "EdgeTam model fix vs Gemma3 generation fix; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam and MusicGen Melody target different models and failures." + "reason": "EdgeTam fix vs MusicGen Melody test fix; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "EdgeTam and GLM OCR are unrelated model fixes." + "reason": "EdgeTam fix vs glm_ocr test fix; unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration and the Neuron training experiment are unrelated infrastructure efforts." + "reason": "FSDP2 migration vs Neuron SFT experiment; shared trainer touchpoints are too broad to be a duplicate." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step 3.7 Flash model implementation and Unlimited OCR model implementation are unrelated additions." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions, not the same change." + "reason": "Step-3.7-Flash model work vs Unlimited OCR model addition; different models." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model integration PRs." + "reason": "VibeVoice model addition vs Molmo2 model addition; different models." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Step 3.7 Flash are unrelated model additions." + "reason": "Molmo2 addition vs Unlimited OCR addition; different model implementations." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model support is unrelated to wav2vec2 SDPA dispatch." + "reason": "Molmo2 addition vs Step-3.7-Flash model work; unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support is unrelated to OpenVINO exporter work." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47034", - "accept": false, - "reason": "Molmo2 model support is unrelated to the Neuron finetuning experiment." + "reason": "Step-3.7-Flash model work vs OpenVINO exporter; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47035", - "accept": false, - "reason": "Molmo2 model support is unrelated to the torch-compile Neuron backend default." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47003", + "right": "pull_request:46196", "accept": false, - "reason": "wav2vec2 SDPA dispatch and OpenVINO exporter support are unrelated." + "reason": "Molmo2 model addition vs wav2vec2 SDPA support; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter support is unrelated to the Neuron finetuning experiment." + "reason": "OpenVINO exporter vs Neuron SFT experiment; different subsystems." }, { "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "OpenVINO exporter support is unrelated to torch-compile Neuron backend defaults." + "reason": "OpenVINO exporter vs neuron compile-backend default; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE test improvements are unrelated to OpenVINO exporter support." + "reason": "RoPE testing/model changes vs OpenVINO exporter; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47035", "accept": false, - "reason": "Unlimited OCR model integration is unrelated to torch-compile backend selection." + "reason": "Unlimited OCR model addition vs neuron compile-backend default; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model support is unrelated to RoPE test changes." + "reason": "Unlimited OCR model addition vs RoPE test/model work; unrelated." } ] }, @@ -22557,7 +22683,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22573,7 +22699,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "16b406ad0da32ea3f89d6fd63e3a453e92fbe06ed7c32c9bb1a9eea8fe275263", + "prepared_review_unit_hash": "f7f55dcc45764d3421bb76208e0fa867cd523b38267efa8186eb58af0e973cc3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22595,18 +22721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug fix.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs target different models, different code paths, and different user-facing features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the cleaner representative only by being narrower and more self-contained, but it is not a duplicate of the TimesFM PR.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different subsystems (TimesFM covariates vs DINOv3 image classification); no shared concrete bug or mergeable change." + "reason": "Different models, different APIs, different codepaths, and different filenames. One adds TimesFM forecasting with external covariates; the other adds DINOv3 image classification support. They are not mergeable as one PR and do not fix the same bug/change." } ] }, @@ -22620,7 +22746,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22683,7 +22809,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22727,148 +22853,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "2d951fdf0d508923761257f881842a2fa41bb94567d00203bd4b486a8dcb27a4", + "prepared_review_unit_hash": "c5434fb687388fd7da550574196eabc4e9ab426884dd96ca2bfa2aa7170d731a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34790, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34790, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are broad-similarity matches across unrelated model additions, refactors, or docs/tests and should stay separate.", + "summary": "Only one soft duplicate pair stands out: the two `fixed_cross_entropy` PRs (43251 and 43254) address the same underlying kwargs-forwarding bug. The rest are either unrelated changes or only share a broad subsystem/test area.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate loss fix: it directly targets issue #43240, makes the concrete `cross_entropy` kwarg passthrough change, and has the strongest discussion/review signal among the pair.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the cross-entropy bug: it explicitly targets issue 43240 and contains the broader fix for forwarding supported `cross_entropy` kwargs.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest global representative because it fixes a specific code-path bug in `fixed_cross_entropy`, is narrowly scoped, and has explicit issue linkage; #43254 is effectively the same change but less clearly anchored.", + "best_pr_reason": "PR 43251 is the strongest representative in this set because it directly fixes the concrete `fixed_cross_entropy` kwargs bug and is issue-linked; the alternative PR is a smaller variant of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated PRs: Mistral tokenizer helper methods vs adding a new MobileLLM model; only broad API/model work similarity." + "reason": "Different targets: Mistral tokenizer API additions vs adding MobileLLM model files; no shared code-path bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated: tokenizer method additions vs ExecuTorch dynamic-shape export test." + "reason": "Tokenizer method additions and an Executorch export test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: processor auto-loading robustness vs new model implementation." + "reason": "Processor auto-loading robustness vs a new model addition; only broad project overlap." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: loss utility kwargs passthrough vs adding MobileLLM." + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are different concrete changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same loss utility file is not enough; one is cross-entropy kwargs, the other is Mistral4 test/model work." + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different bugs: ExecuTorch export dynamic shapes vs Mistral4 test fixes." + "reason": "Executorch dynamic-shape export test vs Mistral4 tests; not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: export test coverage vs new model addition." + "reason": "A dynamic-shapes export test and a new model import are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Unrelated model addition vs class config resolution ordering fix." + "reason": "New MobileLLM model code vs config resolution order fix; no shared underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different subsystems: MobileLLM model addition vs Falcon output-collection refactor." + "reason": "Different model implementations/refactors in unrelated files; not one mergeable fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Different work: Falcon forward/refactor vs model-creation skill/documentation bundle." + "reason": "Falcon output refactor and model-creation skill docs/templates are not the same code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Both touch model code, but they fix different concrete models and code paths." + "reason": "Falcon refactor vs Mistral4 tests are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the `layrnorm`->`layernorm` naming typo." + "reason": "Mistral4 test fixes and `layrnorm` spelling normalization across CLIP-like models are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests are unrelated to chat response parsing changes." + "reason": "Mistral4 tests vs chat parsing updates do not fix the same issue." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Different features: Mistral4 tests vs adding a TDT loss kernel." + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different code paths: Mistral4 fixes vs config resolution order in `modeling_utils`." + "reason": "A model test PR and a config-resolution fix are different concrete problems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Unrelated: Mistral4 tests vs model-creation skill and assorted scaffold files." + "reason": "Model tests vs a model-creation skill PR; no common bug or code-path." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Different scope: MobileLLM model addition vs a draft model-creation skill/tooling PR." + "reason": "MobileLLM implementation and model-creation skill scaffolding are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug and same file: both add supported `cross_entropy` kwargs (`weight`, `label_smoothing`) to `fixed_cross_entropy` and pass them through to `nn.functional.cross_entropy`." + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs-forwarding issue in `loss_utils.py`; one is a fuller version of the same concrete patch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge judgments stay conservative. The only accepted pair, #43251 and #43254, is a true duplicate/mergeable bugfix in the same file with the same issue target and the same `cross_entropy` kwargs passthrough change. The other pairs are reasonably rejected as unrelated or only superficially similar." + "feedback": "Grounded and conservative. The only accepted soft-edge pair, 43251/43254, is well supported by the packet: both target the same `src/transformers/loss/loss_utils.py` bug and share issue 43240. The other pairs are reasonably rejected as unrelated feature/model/test changes rather than the same mergeable bugfix." }, "evaluator_used": true, "retried": false, @@ -22879,7 +23005,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22895,7 +23021,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "895bc03c7b864165ebe6507fec67e0fd7b8bde310d9490e3e1223c2db3102b72", + "prepared_review_unit_hash": "ea5d1701d94423b40b9c0bcfda4d5a1b962ee6e661bbc3df752f35bd3cace206", "component_budget": { "node_count": 2, "item_count": 2, @@ -22917,18 +23043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different underlying changes: PR 42975 upgrades core workflow actions for Node 24 compatibility, while PR 42976 mainly upgrades docker/build-push-action and a few other actions to latest versions. They overlap in workflow files but are not the same concrete fix.", - "confidence": 0.93, + "summary": "Both PRs are GitHub Actions maintenance upgrades, but they address different action ecosystems and different upgrade goals: one is for Node 24 compatibility of core workflow actions, the other updates Docker/build-related actions to newer versions.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more canonical representative because it has a clearer, specific purpose (Node 24 compatibility) and a more cohesive set of workflow-action upgrades.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope and title are clearer, and it covers the broader set of workflow-action upgrades tied to the Node 24 compatibility theme.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best standalone PR candidate because it is narrower and more directly tied to a concrete compatibility goal, whereas PR 42976 is a broader dependency refresh with mixed action upgrades.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it is the more comprehensive and better-scoped GitHub Actions upgrade PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: they are both workflow-maintenance PRs, but they upgrade different actions and address different change sets. Shared workflow filenames alone are not enough to treat them as the same underlying fix or safely merge into one PR." + "reason": "Different underlying change sets: 42975 upgrades general workflow actions for Node 24 compatibility, while 42976 updates docker/build-push and a few related actions. They touch the same broad area but not the same concrete bug or mergeable change." } ] }, @@ -22942,7 +23068,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22963,12 +23089,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "35fca5c7dff0830e3bab3111a14db49b8f59f5b27183a157924f8adbc4d0401c", + "prepared_review_unit_hash": "dd75b8171197a3f7d71f4a7f5a4d27ddcb818cc98ec859e613dd20f37eeedf9c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, + "serialized_chars": 13042, "estimated_input_tokens": 3261, "estimated_eval_tokens": 6778 }, @@ -22976,7 +23102,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13044, + "serialized_chars": 13042, "estimated_input_tokens": 3261, "estimated_eval_tokens": 6778 }, @@ -22985,36 +23111,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts with overlapping boilerplate (docs, auto mappings, tests) but different model names, architectures, and codepaths. They are similar in shape, not duplicates.", - "confidence": 0.97, + "summary": "These PRs are all separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3.7) that only overlap on shared docs/auto-registry plumbing. The similarity is superficial and they do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If a PR must be chosen as the cluster representative, #46562 is the strongest candidate because it is the most developed/high-activity model addition, but it is still unrelated to the other PRs at the code-change level.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#46562 is the best representative of the set by completeness and review activity, but the cluster is not a duplicate group; the other PRs are distinct model implementations rather than alternate fixes for the same problem.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic model-addition boilerplate, not the same bug/change." + "reason": "Different models and different implementations; overlap is only in shared model-registration/docs infrastructure, not the same underlying bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and codepaths: ViT NEPA vs CTSM. The overlap is only in common registration/docs files." + "reason": "ViT NEPA vs CTSM are unrelated model additions with different files and code paths; shared auto/docs edits are too generic to justify duplication." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions with unrelated modeling files; shared auto-mapping and docs changes are not enough to merge as duplicates." + "reason": "Molmo and CTSM are distinct model integrations; they touch common framework files but do not fix or add the same concrete feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model integrations touching different modeling/processing stacks. Similar registry/docs churn does not indicate the same underlying change." + "reason": "CTSM and Step3.7 are separate model PRs with different model families and support code; similarity is limited to generic registry/documentation updates." } ] }, @@ -23028,7 +23154,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23063,7 +23189,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "667eb7856c4f3b4b3f51a999aba5ff0bc3be46244db1e02749f9d34f4bf6030a", + "prepared_review_unit_hash": "0a1d0ef91233c043ad8700c1aeb0b15b2a287bb854fde8840fd6a5406078899d", "component_budget": { "node_count": 7, "item_count": 7, @@ -23085,108 +23211,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated PRs that only share superficial title similarity. The only strong duplicate-like pair is the two YOLOS fixes, which address the same device-mismatch bug and could plausibly be merged together.", - "confidence": 0.95, + "summary": "This cluster is mostly heterogeneous test/CI/model-fix PRs that do not look like duplicates. The only clear duplicate-like pair is the two YOLOS PRs, which both target the same device_map-related YOLOS device mismatch on the same file and issue.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative overall because it fixes the concrete YOLOS runtime mismatch in the forward path and is tied to the explicit issue target; 46886 is a narrower companion sharding fix rather than the clearest standalone representative.", + "canonical_pr_reason": "PR 46886 is the cleanest canonical representative if one must pick from this cluster: it has the precise YOLOS device_map auto title and an explicit issue target (46869), making it the most specific identifier for the shared bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest single PR here: it directly addresses the device placement bug that triggers the YOLOS mismatch, while the other items are unrelated test/config/infra changes.", + "best_pr_reason": "PR 46922 is the strongest standalone fix for the YOLOS problem because it contains the concrete forward-pass device placement correction and the matching _no_split_modules adjustment, directly addressing the runtime mismatch.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they touch unrelated models (Whisper vs CLIP/ViT) and different issues; no same underlying bug." + "reason": "Both are vague test-only PRs with different models and no shared bug path; they do not look mergeable as one fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer test changes and FP8 dequant logic are unrelated code paths and bugs." + "reason": "Whisper test cleanup is unrelated to the FP8/dequant loader and kernel changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding/tests and generation watermarking validation are different subsystems and failure modes." + "reason": "Whisper test changes and generation/watermarking/CI validation changes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated models and fixes." + "reason": "Whisper tokenizer/test changes are unrelated to YOLOS device placement fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Generic test edits for CLIP/ViT are unrelated to Phimoe CI/device-map integration changes." + "reason": "Dummy test edits for CLIP/ViT are unrelated to Phimoe CI/environment changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Model test tweaks and FP8 dequantization changes do not address the same bug or code path." + "reason": "Different subsystems and different failure modes; no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These are different classes of changes: test-only fixes versus generation config validation and generation-time behavior." + "reason": "These target unrelated test files versus generation config/runtime validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test-only changes are unrelated to the YOLOS runtime device mismatch fix." + "reason": "Vague model test edits are not the same concrete YOLOS runtime bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequant changes and Phimoe CI runner memory patching are different problems." + "reason": "FP8/dequant fixes are unrelated to Phimoe CI memory/device test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These fix separate areas: FP8 kernel/dequant behavior versus generation config watermarking validation." + "reason": "Different code paths: FP8 quantization/loading versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant logic and YOLOS device placement are unrelated bugs in different models/subsystems." + "reason": "No overlap in model, failure mode, or code path; one is FP8/dequant, the other YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config validation and CI/device-memory handling are not the same underlying issue." + "reason": "Generation config/watermarking validation and Phimoe CI runner setup are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated fixes." + "reason": "These are different model/runtime areas with no shared concrete bug." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration test infrastructure changes are unrelated to the YOLOS model runtime bug." + "reason": "CI memory patching for Phimoe integration is unrelated to YOLOS device splitting/device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch problem and same issue target; one fixes sharding placement, the other fixes mid-position embeddings on the correct device, so they could plausibly be merged together." + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch on the same file and issue target, and their changes are complementary parts of one concrete fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, the non-YOLOS pairs are conservatively rejected, and the YOLOS pair is a plausible single-bugfix merge candidate based on the shared file, shared issue target, and complementary device-placement fixes." + "feedback": "The summary is grounded in the packet: most PRs are clearly unrelated test/CI/runtime changes, and the only plausible duplicate-like pair is the YOLOS pair on the same file and issue target. The soft-edge rejections are conservative and do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -23197,7 +23323,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23216,12 +23342,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b27043461a7add63fabf9f5faf3f648f527de446e36ca4908188f1fec56afc16", + "prepared_review_unit_hash": "a496e0d95eb9e4232469ebf455d310d8cd289b7023ba1d2098308f68de33dd4d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23229,7 +23355,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23238,30 +23364,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate '[don't merge]' test/CI PRs with only superficial similarity. They touch different files and implement different behaviors, so none should be deduplicated.", + "summary": "All three items look like unrelated '[don't merge]' test PRs. They share superficial CI/testing similarity, but they change different code paths and files, so none should be treated as duplicates of the others.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs address different non-overlapping test or workflow tweaks rather than the same concrete change.", + "canonical_pr_reason": "PR 43532 is the most representative artifact in the cluster because it has the broadest CI/workflow diff and the most discussion activity, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most representative of the cluster by breadth and discussion activity, but it is still a distinct change from the others.", + "best_pr_reason": "PR 43532 is the best single representative for the cluster: it is the most informative multi-file change, while 43488 is mainly setup/version/test noise and 46747 is a narrow workflow-trigger tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different underlying changes: 43488 modifies setup/versioning and a ViT test, while 46747 changes the PR security-gate workflow trigger. They do not fix the same code path." + "reason": "Reject: these touch different areas entirely \u2014 setup/dependency/versioning and a Vit test versus a PR security-gate workflow change. The shared 'test PR' context is not enough to make them the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only overlap is a shared ViT test file, but 43488 is about setup/dependency/version plumbing and 43532 is about workflow/comment CI and test harness behavior. Not the same change." + "reason": "Reject: the only overlap is a shared Vit test filename, but the diffs are about different subsystems (packaging/dependencies versus workflows/testing utilities). They do not look like the same bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they change different CI jobs and different trigger logic. They are not the same concrete bug or mergeable into one PR." + "reason": "Reject: both are CI/workflow themed, but they modify different workflow files and different code paths. They would not plausibly be merged as one PR fixing the same concrete problem." } ] }, @@ -23275,7 +23401,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23291,12 +23417,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b8e595f41ff478d1f8aba27abb011ad037d3336278dd9a85ef09fd4ec33a71f2", + "prepared_review_unit_hash": "9fd3a34473d6496c0523875e2db280385974de53cd51b4a832ef64780fda5cb0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23304,7 +23430,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23313,18 +23439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests adding new segmentation pipelines, but they target different features and different concrete code paths: promptable concept segmentation vs promptable visual segmentation. They share infrastructure and docs updates, but they are not duplicates and should not be merged into one PR.", - "confidence": 0.94, + "summary": "These are two distinct PRs adding different new pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share documentation and registry scaffolding, but the model integrations, tests, and pipeline files target different functionality, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more central segmentation-pipeline addition in this pair, with more associated model/test coverage and a wider implementation footprint.", + "canonical_pr_reason": "If a single representative is needed, 43613 is the broader PR, with more model integrations and tests; however, it is not a duplicate of 43612.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it has the larger, more complete feature surface and broader validation coverage.", + "best_pr_reason": "43613 is the stronger standalone representative because it covers a wider set of backends and has more supporting tests, while still being clearly separate from 43612.", "soft_edge_verdicts": [ { - "left": "Add Promptable Concept Segmentation pipeline", - "right": "Add Promptable Visual Segmentation pipeline", + "left": "pull_request:43612", + "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different implementation targets and test/model coverage; shared docs and infrastructure are not enough to treat them as the same underlying change." + "reason": "Different feature work: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share infrastructure files, but they do not fix the same code-path problem and would not plausibly merge into one PR." } ] }, @@ -23338,7 +23464,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23354,7 +23480,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "1c9671817a8054ecae7bd21f5db145ee4914ad7dd8f4737d82b58aa5c464e942", + "prepared_review_unit_hash": "bb5e3d37add84cb441f9ecb8dcb0305504dd8df826ffedc08afd5008a41aa8de", "component_budget": { "node_count": 2, "item_count": 2, @@ -23376,18 +23502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `src/transformers/trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These two pull requests both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here. If one PR must be treated as the canonical representative of the cluster, PR #43651 is the more concrete bugfix-oriented change, with a narrowly defined runtime behavior update in `training_step`.", + "canonical_pr_reason": "No canonical PR: the PRs modify different code paths and solve unrelated trainer behaviors.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the better standalone representative because it targets a specific correctness issue in loss scaling and includes the direct behavioral change, whereas PR #43663 is a refactor/helper extraction for column filtering.", + "best_pr_reason": "PR 43651 is the more self-contained functional change, but it is not a duplicate of 43663; 43663 is a separate refactor around column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but one fixes gradient-accumulation loss normalization and the other adds `_get_signature_columns` for custom column filtering. Different code paths, different behaviors, not plausibly one merged PR." + "reason": "Different behaviors and code paths in `trainer.py`: loss scaling during training step vs. signature-column selection for dataset filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -23401,7 +23527,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23417,12 +23543,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "48ae5a824445a4236ea8534e15fe2e9795f8085820d2dbe4f364ee099e8e5599", + "prepared_review_unit_hash": "a52dbfa028036a432fc38b3abcf5aef26975f617d479499112d630ed76aba511", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23430,7 +23556,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23439,18 +23565,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they target different concrete causes and fixes. They are related, not duplicates.", - "confidence": 0.88, + "summary": "Both PRs touch the same CLI file and the same general area of type-annotation handling, but they address different failure modes and are not clearly the same fix.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, issue-linked CLI NameError fix and makes the main annotation/runtime typing cleanup in serve.py.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the broader CLI TypeAdapter NameError fix and has an explicit issue link; PR 43842 is a narrower pydantic-not-installed variant.", + "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the more direct and substantive fix for the CLI import/type-annotation problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but the fixes are not the same concrete bug: 43656 adds future-annotations/typing cleanup for CLI annotations, while 43842 specifically avoids evaluating TypeAdapter when pydantic is absent. They are related but not mergeable as one duplicate PR." + "reason": "Related but not the same concrete bug fix: 43656 adds postponed annotations and broader typing cleanup, while 43842 narrowly gates TypeAdapter for missing-pydantic cases. They could both land separately in the same file, but they do not look like duplicates or one mergeable PR for the same underlying change." } ] }, @@ -23464,7 +23590,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23530,7 +23656,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -23642,12 +23768,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "ca28453c799feebf01102afe47410bacb89e2eba6b23b73834c901d16039c91b", + "prepared_review_unit_hash": "9e3ebcdc833fcf9db967cd95f7d359c93b38f9b8172ed5f881254b3dd1693296", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, + "serialized_chars": 84901, "estimated_input_tokens": 21226, "estimated_eval_tokens": 42708 }, @@ -23655,7 +23781,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75099, + "serialized_chars": 75098, "estimated_input_tokens": 18775, "estimated_eval_tokens": 37806 }, @@ -23664,363 +23790,339 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of unrelated model-by-model output-tracing refactors sharing the same umbrella issue. The only true duplicate/overlapping PRs are the GPT-J/CodeGen variants and the GPT-Neo pair; the cross-model pairs should stay separate.", - "confidence": 0.87, + "summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors rather than one duplicate change. The clearest duplicate lines are the GPT-J/CodeGen group and the GPT-Neo pair; the rest are broadly similar but not mergeable as the same fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest canonical PR here: it is the latest GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue, and it overlaps with the earlier GPT-J variants that look like revisions of the same change.", + "canonical_pr_reason": "PR 44722 is the strongest canonical representative of the actual duplicate subcluster because it is the most complete GPT-J/CodeGen output-tracing consolidation and has the clearest explicit issue linkage; the other PRs are mostly distinct per-model migrations.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best representative of the duplicated GPT-J/CodeGen fix: it has the clearest overlap with the other accepted duplicates and appears to be the most complete/latest version of that concrete code-path change.", + "best_pr_reason": "PR 44722 is the best overall representative of the cluster because it captures the most concrete duplicate line of work and is the most explicit, consolidated version of that shared refactor; the remaining PRs are largely separate model-by-model changes.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/code paths (CVT/FNet vs GPT-J); same umbrella theme is not enough." + "reason": "Different model families; only the generic output-tracing pattern matches." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model families and code paths." + "reason": "Different model code paths; same refactor theme is not enough to merge." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower version of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same concrete code path and are plausibly one mergeable change line." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations (ResNet/RegNet/RT-DETR vs EfficientNet); not the same concrete fix." + "reason": "RegNet/ResNet versus EfficientNet; same decorator migration pattern, different implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated changes." + "reason": "EfficientNet is unrelated to the GPT-J/CodeGen code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are separate code paths." + "reason": "GPT-J/CodeGen and EfficientNet are different concrete model changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model changes." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen change vs MGP-STR change; not the same bug." + "reason": "GPT-J/CodeGen versus MGP-STR are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and different forward paths." + "reason": "GPT-J/CodeGen and MPT are separate refactors, not one underlying bugfix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file; these look like duplicate revisions." + "reason": "Both are GPT-Neo output-tracing refactors in the same modeling_gpt_neo.py/test area and look like the same mergeable change line." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific patches." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model fixes." + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific output-tracing refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + "reason": "Different models and different concrete output-handling code." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J fixes are unrelated." + "reason": "ResNet and GPT-J are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different changes." + "reason": "GPT2 and ResNet are unrelated beyond the generic output-tracing pattern." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same broad refactor theme only." + "reason": "Different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate concrete fixes." + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors, not one mergeable patch." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + "reason": "GPT2 and Flaubert/XLM are unrelated concrete changes." }, { - "left": "pull_request:44019", + "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "ResNet and Flaubert/XLM are unrelated." + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations." + "reason": "MPT and GPT-J/CodeGen are not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same pattern, different model." + "reason": "GPT2 and GPT-J are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT2 versus MGP-STR; same theme, different code." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated fixes." + "reason": "GPT2 and MGP-STR touch different model internals." }, { - "left": "pull_request:44059", + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; different model code paths." + "reason": "SegFormer and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44017", - "right": "pull_request:44098", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and ViLT are different model families." + "reason": "SegFormer and LongT5 are separate model-specific refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated." + "reason": "SegFormer and VisualBERT are unrelated implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "RegNet and VisualBERT are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and LongT5 are unrelated fixes." + "reason": "VisualBERT and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different code paths." + "reason": "GPT2 and MPT are separate model refactors." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated." + "reason": "VisualBERT and LongT5 are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and GPT2 are separate model changes." + "reason": "GPT-Neo and GPT2 are separate model-specific output-tracing edits." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different concrete fixes." + "reason": "MPNet and Flaubert/XLM are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-Neo are different model code paths." + "reason": "GPT2 and GPT-Neo are not the same underlying patch." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated." + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different models." + "reason": "RegNet and SegFormer are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated." + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model implementations." + "reason": "MPT and ImageGPT are different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are different code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and MPT are unrelated." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and TextNet are different models." + "reason": "RegNet and GPT-Neo are not the same bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated fixes." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model changes." + "reason": "RegNet and LongT5 are separate concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different implementations." + "reason": "TextNet and LongT5 are unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated." + "reason": "CVT/FNet and LongT5 are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and SegFormer are different model families." + "reason": "CVT/FNet and SegFormer are unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa are different code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44074", - "accept": false, - "reason": "DeBERTa and TextNet are unrelated fixes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the later overlapping revision." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor in the same file; 44722 subsumes the narrower GPT-J-only version." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model changes." + "reason": "SqueezeBERT and MPT are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "SqueezeBERT and VisualBERT are separate model changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated." + "reason": "SqueezeBERT and GPT-Neo are unrelated concrete patches." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa and SpeechT5 are different fixes." + "reason": "SqueezeBERT and DeBERTa v2 are different model implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and VITS are unrelated model implementations." + "reason": "DeBERTa v2 and TextNet are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the accepted overlaps are limited to the GPT-J/CodeGen revisions and the GPT-Neo revisions, and the rejected pairs are conservatively treated as different model/code-path fixes. The canonical PR choice of 44722 is also supported as the later, broader GPT-J/CodeGen revision." + "accept": false, + "feedback": "The overall cluster read is mostly grounded, but at least one soft-edge verdict is not conservative/grounded enough. In particular, the rejected pair pull_request:44018 vs pull_request:44068 is mislabeled in the rationale and both PRs are GPT-Neo output-tracing refactors on the same file/test area, so they do look mergeable as the same bugfix line. Because the verdict set contains this clear mismatch, I can\u2019t accept the analyst result as-is." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24028,7 +24130,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24055,12 +24157,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "108c1a79e8a374de69f21ee627cdf56aa0569df821430c86ad3b185ceaa8e863", + "prepared_review_unit_hash": "cc86bfc84bb73bc25b2508791417b6e0221efd303ca767d2a97b46c7f186276f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, + "serialized_chars": 84901, "estimated_input_tokens": 21226, "estimated_eval_tokens": 42708 }, @@ -24068,57 +24170,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all apply the same standardized output-capture refactor pattern, but to different model implementations (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5). They are thematically related, not duplicates of the same concrete change.", - "confidence": 0.97, + "summary": "All items are separate model-specific PRs in the same broad standardized-output-tracing migration, but none look like duplicates of the same concrete change path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the cluster is a set of separate model-specific refactors, not one duplicate change.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly refactors output tracing to the standardized capture/decorator pattern and shows concrete integration in a model file.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone candidate: it has an explicit issue target and a more concrete, self-contained SpeechT5 refactor than the other narrowly scoped per-model output-tracing migrations.", + "best_pr_reason": "PR 44073 is the best single representative because its title and diff most directly describe the shared refactor theme, even though the rest are distinct model migrations.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and distinct code paths (FocalNet vs ImageGPT); not the same mergeable fix." + "reason": "Both are output-tracing refactors, but they target different models and code paths (FocalNet vs ImageGPT), so they are not the same change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with different files and APIs; not one underlying bug/change." + "reason": "Same broad migration pattern, but VisualBert and TextNet are separate model implementations with different forward logic and no sign of a shared fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model code paths; similar decorator migration does not make them duplicates." + "reason": "Both modernize output capture, but MPNet and VisualBert are unrelated model code paths and could not plausibly be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and different forward/output plumbing; these are separate refactors, not one PR." + "reason": "These are distinct per-model refactors; the similarity is only in using the same output-capture infrastructure." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes are model-specific output-tracing updates, not the same concrete bug or change." + "reason": "RegNet and SqueezeBert have different forward implementations and architecture-specific output handling, so this is not a duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both adjust output handling, but they affect different architectures (SqueezeBert vs SpeechT5) and are not mergeable as one fix." + "reason": "SqueezeBert and SpeechT5 are different models and the changes affect different output/signature details, not one shared bug fix." } ] }, @@ -24132,7 +24234,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24198,268 +24300,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e695d71d42edc4d65f6a1ab1ba4c911050afe07fc0fa68699defc78a9d2c9c7a", + "prepared_review_unit_hash": "445928a87883d551f1d0788a7422fbf527909f4931c1ade269c58ff13d70b759", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs all doing the same general output-tracing refactor pattern, but they are not duplicates of one another. They target different model implementations and concrete code paths, so the soft edges should be rejected.", - "confidence": 0.86, + "summary": "These are related by theme only: each PR refactors output tracing for a different model or model pair. They are not the same underlying fix/change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative is needed, PR 44003 is the best anchor because it is the broadest self-contained refactor in the set, spanning both `mamba` and `falcon_mamba` and introducing the new tracing helpers. It is still only a thematic exemplar, not a true duplicate of the others.", + "canonical_pr_reason": "No issue is present; as a representative PR, 44003 is the broadest concrete change because it adds the tracing/capture infrastructure and updates two related mamba files.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it is the most substantial and cross-file example of the shared tracing refactor theme, while the rest are separate model-specific ports.", + "best_pr_reason": "44003 is the strongest cluster representative: it is more infrastructure-heavy than the others and touches a broader, closely related code path in both falcon_mamba and mamba.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths; same refactor theme only." + "reason": "Different model backends (timm_backbone vs upernet); same refactor pattern, but not the same code path or change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models; not the same concrete bug or change." + "reason": "Different models and APIs; both only share a generic output-tracing cleanup theme." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; only share output-tracing terminology." + "reason": "Separate model-specific refactors in unrelated subsystems." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `mamba`); cannot be one merged fix." + "reason": "Mamba/falcon_mamba tracing infrastructure is distinct from timm_backbone output handling." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model code paths; the similarity is only at the refactor pattern level." + "reason": "Different model families and concrete implementations; not one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and tracing implementations; not a duplicate." + "reason": "MobileNetV1 and UnivNet are unrelated code paths despite similar refactoring style." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Separate model families; same broad theme but no shared code path." + "reason": "No shared underlying bug; one is image backbone tracing, the other segmentation model tracing." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; these are independent model-specific refactors." + "reason": "MobileNetV1 vs Depth Anything are separate model changes, not mergeable into one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Distinct encoder/decoder vs MobileNet code paths; not mergeable as one PR." + "reason": "Vision encoder-decoder output typing and MobileNetV1 tracing are different changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures and files; only the output-tracing pattern matches." + "reason": "Speech encoder-decoder refactor is unrelated to MobileNetV1's model-specific output tracing." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated models; same tracing refactor idea, but not the same fix." + "reason": "Vision-text dual encoder and UnivNet are different models and code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations and concrete forward paths." + "reason": "CLIP-like dual encoder vs UperNet segmentation tracing are unrelated concrete fixes." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; too broad to treat as one duplicate PR." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different code paths (`vision_text_dual_encoder` vs `codegen`); not the same underlying change." + "reason": "Different architectures; only the high-level output-tracing refactor pattern overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate models with unrelated forward logic; only the refactor pattern is shared." + "reason": "Vision-text dual encoder and Depth Anything are separate model-specific refactors." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; no shared concrete bug." + "reason": "UnivNet and UperNet touch unrelated forward/output behavior." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model implementations; cannot plausibly be merged into one PR." + "reason": "Different model families; no shared bug or shared patch target." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths; similar tracing cleanup only." + "reason": "UnivNet audio model tracing is unrelated to Depth Anything vision tracing." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Separate model families and files; not a duplicate fix." + "reason": "UperNet segmentation and RWKV sequence modeling are distinct code paths." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "Different models; the shared theme is too generic to merge." + "reason": "No common concrete fix; one is segmentation output refactor, the other is mamba tracing infrastructure." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and concrete implementations; not the same change." + "reason": "Mamba/falcon_mamba tracing is unrelated to SuperPoint's keypoint model output cleanup." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; no single underlying bug." + "reason": "CodeGen output tracing and mamba output tracing are separate model implementations." }, { - "left": "pull_request:44004", - "right": "pull_request:44001", + "left": "pull_request:43998", + "right": "pull_request:44004", "accept": false, - "reason": "Different models; same kind of refactor, but not the same PR." + "reason": "Timm backbone and CodeGen are unrelated models; similarity is only at the refactor pattern level." }, { - "left": "pull_request:44004", - "right": "pull_request:44002", + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen fix different forward/output signatures and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and different concrete output handling changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", "accept": false, - "reason": "Unrelated model implementations; cannot be combined as one fix." + "reason": "Vision-text dual encoder and CodeGen are unrelated; not the same bug or feature." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs encoder-decoder); not duplicates." + "reason": "Depth Anything and VisionEncoderDecoder are separate model families with different changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate model-specific refactors with no shared code path." + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated concrete refactors." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures; only the output-tracing pattern matches." + "reason": "Depth Anything and SuperPoint are different model-specific forward/output changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Distinct models and forward implementations; not the same change." + "reason": "Different architectures; no single shared fix beyond the generic tracing refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model families; too broad to merge." + "reason": "Depth Anything and DPR change unrelated model code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Encoder-decoder variants, but still separate model implementations and PRs." + "reason": "VisionEncoderDecoder and RWKV are unrelated and not plausibly one merged PR." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model classes; same refactor theme only." + "reason": "Different encoder-decoder stacks; same theme but not same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different concrete code paths; not a duplicate bug or change." + "reason": "VisionEncoderDecoder and SuperPoint are distinct model implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families; cannot be merged into one PR." + "reason": "Separate model families and separate output-tracing changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models and files; shared theme is insufficient for duplicate triage." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model-specific refactors." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated architectures; not the same underlying fix." + "reason": "Audio encoder-decoder tracing vs RWKV tracing are different concrete changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; no shared concrete code path." + "reason": "Different model families and APIs; not the same underlying bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Separate model code paths; only broad tracing refactor similarity." + "reason": "SuperPoint and RWKV touch unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and implementations; not a duplicate." + "reason": "SuperPoint keypoint model vs DPR retrieval model are different changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward logic; same pattern, not same change." + "reason": "RWKV and DPR are unrelated model implementations with different fixes." } ] }, @@ -24473,7 +24581,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24489,7 +24597,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "15f188186d0e9c34f7eb983fd10aceb83790b2ea6632158d0fb723b79638782f", + "prepared_review_unit_hash": "fef49f6b79a5f600d6e9f10861e40fd2be9b26a92bd6d41e14977847c8535eca", "component_budget": { "node_count": 2, "item_count": 2, @@ -24511,18 +24619,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-addition PRs. They share some auto-registration/docs plumbing, but one implements PenguinVL and the other adds Voxtral TTS support, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two separate model-integration PRs (PenguinVL vs. Voxtral TTS). They overlap in shared Transformers plumbing and docs, but they do not appear to fix or implement the same concrete change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a focused implementation for a single model family.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best-fit PR in the cluster because it is more clearly scoped and explicitly tied to a tracked issue.", + "best_pr_reason": "PR 45401 is the more targeted integration, with an explicit issue target and a narrowly scoped Voxtral TTS implementation; 44662 is an unrelated PenguinVL add.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL implementation vs. Voxtral TTS support. Shared auto files are expected for separate model integrations, not evidence of the same bug or mergeable fix." + "reason": "Different model additions with different code paths and artifacts. Shared auto-registration/docs files are expected for separate integrations, so they are not the same underlying change." } ] }, @@ -24536,7 +24644,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24552,12 +24660,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "172e7520053d8e05b1587810b91d03ebb60bb922bd4a2cb631994a886675bd86", + "prepared_review_unit_hash": "19bf84cebfa99eacc5e4ed2f6f16f23cc362bb55177ae66de33a8bc556b538c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24565,7 +24673,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24574,18 +24682,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme (fusion), but they target different layers and concrete changes: #44979 adds a general module-fusion API, while #45363 implements a specific n-to-1 kernel fusion flow via KernelConfig and related integration points. They should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These pull requests are related conceptually to fusion, but they implement different feature tracks: PR 44979 adds a generic Module Fusion API, while PR 45363 adds n-to-1 kernel fusion through KernelConfig and integration plumbing. They are not the same underlying change and should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete feature implementation, centered on KernelConfig and integration changes across multiple files, whereas PR 44979 is a separate generic module-fusion API proposal.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more concrete end-to-end feature implementation, with multiple integration files and a runnable example demonstrating the new KernelConfig-based fusion path.", + "best_pr_reason": "PR 45363 is the stronger representative for this cluster because it is an end-to-end, user-facing kernel-fusion feature with explicit code-path changes and examples; PR 44979 is a separate foundational API effort.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: #44979 introduces a standalone module fusion API, while #45363 wires KernelConfig-based kernel fusion into model loading and integrations. Same broad topic, but not the same code-path fix and not mergeable as one PR." + "reason": "Different scopes and code paths: 44979 introduces a generic module fusion API in a new module, while 45363 implements KernelConfig-based n-to-1 kernel fusion via integration/modeling changes. They are related infrastructure, not the same mergeable change." } ] }, @@ -24599,7 +24707,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24615,7 +24723,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "94a912b50a9c7b53ba86a97c8009a4960e6ded386645bbff1671ad1e4aba40be", + "prepared_review_unit_hash": "7401fd35274323d9e948daa6b1b0f67fc4c7c53ca18719f520c3bed6d7e11c5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -24637,18 +24745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the code fix plus a test update.", + "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching to tokenizer.pre_tokenizer; 45317 is the more complete version because it includes tests.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same `_patch_mistral_regex` AttributeError fix as 45086 and also adds test coverage, making it the more complete representative.", + "canonical_pr_reason": "45317 is the better canonical PR because it fixes the same code path as 45086 and also adds test coverage, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the strongest overall PR for this cluster because it addresses the same concrete bug and includes validation in tests.", + "best_pr_reason": "45317 is the best representative of the cluster: same underlying bug fix as 45086, plus accompanying tests in the same area.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path; 45317 looks like a superset with tests, so they are reasonable duplicates." + "reason": "Same underlying AttributeError in _patch_mistral_regex; same code change in the same file, and 45317 just adds tests around the same fix." } ] }, @@ -24662,7 +24770,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24678,7 +24786,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b5b5b4508077e385414e94543a502292dc941705d988b603009e144c693af283", + "prepared_review_unit_hash": "acf3ff3000681eefca7372a70a448e3e42545ba3f3978cb0a2ca6095acc0bc66", "component_budget": { "node_count": 2, "item_count": 2, @@ -24700,18 +24808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH pull requests overlap on the core model files, but they address different scopes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other splits NemotronH into dense/sparse variants and updates docs/autos. They are related, not duplicates.", - "confidence": 0.88, + "summary": "The two PRs are related to Nemotron H, but they address different scopes: one is a conversion-mapping/refactor patch, the other is a larger model-splitting and documentation update. They are not the same underlying change, so they should not be deduplicated.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the stronger canonical PR because it is the broader, more complete architecture change and includes the NemotronH model rework plus the new dense/sparse variants; #45115 is a narrower refactor focused on inheritance/conversion mapping.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete Nemotron H update, including the new dense/sparse model split, auto-mapping changes, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster overall because it covers the larger end-state change and subsumes more of the visible NemotronH restructuring work.", + "best_pr_reason": "PR 45569 is the strongest overall candidate: it covers the main functional model restructuring rather than just auxiliary conversion mapping tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same concrete change: #45115 is a targeted refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate NemotronH Dense/Sparse model families, docs, and auto-mapping updates. Shared files alone are not enough to treat them as duplicates." + "reason": "Related Nemotron H work, but not the same concrete change: 45115 focuses on checkpoint conversion renames/inheritance refactor, while 45569 introduces the dense/sparse model split plus docs and test updates. They would not plausibly be merged as one PR." } ] }, @@ -24725,7 +24833,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24741,12 +24849,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f1eb2830f81e14c4bfd1ceb76949930c981096589e6221cf018a476db6d05a16", + "prepared_review_unit_hash": "f5ce4230e9d5a7e10d9a4217988206c92635748e4c6db5c7f28a2130679a10e3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6089, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24754,7 +24862,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6089, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24763,18 +24871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related but not duplicates: #45333 is a narrower per-layer configuration change, while #45332 extends into broader heterogeneous modeling support (cache, masking, modeling utilities, etc.). They share some docs/config files, but they do not appear to fix the same concrete code-path problem.", - "confidence": 0.91, + "summary": "These are closely related PRs for a new heterogeneous configuration/modeling feature, but they are not the same change: #45333 is configuration-only, while #45332 includes broader model/runtime integration work. I would not deduplicate them as exact duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader, more complete heterogeneous-support implementation; #45333 is a focused subset on configuration only.", + "canonical_pr_reason": "#45332 is the better canonical PR because it appears to be the superset implementation: it covers per-layer config plus the modeling/runtime integration, cache/masking support, and broader test coverage.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest representative of the cluster because it covers the end-to-end feature area, not just the config layer.", + "best_pr_reason": "#45332 is the best representative of the work because it is the more complete end-to-end feature PR; #45333 looks like a narrower component focused on configuration only.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same change: #45332 adds heterogeneous modeling support beyond config, whereas #45333 only adds per-layer configuration support." + "reason": "Related but not the same underlying change. #45333 only adds heterogeneous config support, while #45332 also changes modeling, masking/cache utilities, and broader integration points. They could be part of one feature branch, but they are not strict duplicates." } ] }, @@ -24788,7 +24896,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24804,7 +24912,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "49b93ce15c0090d5919f22e427236cad8d67b98b679b1b9b020dad9d50d811e2", + "prepared_review_unit_hash": "b831a0ca26c0dd5e2c54b6856785fb6817b306e22623749f0d7d0c38062ffbe3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24826,18 +24934,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different changes: one is a broad type-checking sweep across many Transformers modules, while the other adds specific typing helper protocols and targeted fixes around PEFT/modeling utilities. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Two separate typing-focused PRs with some overlap in shared files, but they target different scopes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/aliases and related fixes in modeling utilities. Not a duplicate pair.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused change set: it introduces concrete typing helpers and targeted fixes in a small set of files, whereas 45415 is a broad repo-wide type-checking sweep with many unrelated edits.", + "canonical_pr_reason": "PR #45425 is the cleaner canonical representative: it has a focused typing purpose, introduces reusable protocol/alias definitions, and its changes hang together as one coherent typing fix set.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative for the cluster because it has a narrower, more coherent code change; 45415 is too broad and appears to be a general typing pass rather than the same underlying fix.", + "best_pr_reason": "PR #45425 is the best standalone PR in this cluster because it is more self-contained and clearly scoped, whereas PR #45415 is a wide multi-file typing pass rather than a single concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they do not fix the same concrete code-path problem. 45415 is a wide type-checking cleanup across many files; 45425 adds specific typing protocols and targeted modeling/PEFT adjustments. They could not plausibly be merged as one PR without conflating distinct changes." + "reason": "They overlap on typing-related files, but the actual changes are different in scope and intent: #45415 is a broad type-checking cleanup across many modules, while #45425 adds specific typing aliases/protocols and targeted adjustments. They do not look like the same underlying bug or mergeable single PR." } ] }, @@ -24851,7 +24959,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24867,7 +24975,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "45df15bc7bdc56b4bffd47a85af15da52f76f057251c31d5a67319d1d22372e6", + "prepared_review_unit_hash": "af69674d10f599d9dbfce2935a94c8a7143548ab63b5213abce6cf68e91dcd92", "component_budget": { "node_count": 2, "item_count": 2, @@ -24889,18 +24997,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate EP-related pull requests: one fixes loading/config serialization for accelerate + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten in FSDP2/rank-0 broadcast. They share a subsystem but not the same underlying bug.", - "confidence": 0.91, + "summary": "These are two different EP-related pull requests, but they target different loading bugs and distributed backends: one fixes EP + DeepSpeed ZeRO-3/accelerate launch serialization and config handling, while the other fixes EP + FSDP2 expert parameters being overwritten during rank-0 broadcast. Not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the broader and more concrete fix, centered on the actual runtime overwrite problem in the loading path, with coordinated changes across loading and MoE/tensor-parallel code.", + "canonical_pr_reason": "PR #45548 is the better canonical representative for the cluster because it is the earlier, narrower fix centered on EP loading via accelerate/ZeRO-3 and config persistence, making it the cleaner anchor for that specific bug class.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it addresses a specific, user-visible EP failure mode with a focused code-path fix rather than just adjusting serialization metadata.", + "best_pr_reason": "PR #45548 is the best single PR to represent the cluster if one must be chosen, because it is more self-contained and directly addresses one concrete loading-path issue without mixing in the separate FSDP2 overwrite problem.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism, but they fix different failures: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 prevents expert weights from being overwritten in FSDP2/rank-0 broadcast. Not the same bug or mergeable into one PR." + "reason": "Both mention expert parallelism, but they fix different code paths and failure modes: #45548 handles EP + DeepSpeed ZeRO-3/accelerate launch loading, while #45662 fixes EP + FSDP2 expert parameters being clobbered by rank-0 broadcast. They should not be merged as duplicates." } ] }, @@ -24914,7 +25022,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24930,7 +25038,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "5b9c7fa3bcb3030068a6b7ed4667ea72f28014b5e505b9a3167b460005045504", + "prepared_review_unit_hash": "f2faf7744223ea7af9ad259da5d3c2b73cc5286dc835ceef7680abb32f35439c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24952,18 +25060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info debugging-log collision problem under issue #45561. PR 45639 is the smaller library-side fix; PR 45645 appears to be the more complete version that also updates CI artifact collection so the new per-worker logs are preserved and displayed correctly.", + "summary": "Both PRs target the same xdist-related captured_info logging problem, with PR 45645 extending the core fix in 45639 to CI artifact collection and log preservation. They are close enough to be merged as one change set around the same bug.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it includes the xdist-safe output handling in `testing_utils.py` plus the workflow change needed to collect multiple `captured_info*.txt` files in CI.", + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the xdist-safe output path change plus the workflow update needed to actually collect multiple captured_info files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative for the cluster because it covers the full end-to-end fix, not just the library-side file naming change.", + "best_pr_reason": "PR 45645 is the best representative of the cluster because it addresses the full end-to-end failure mode, not just the library-side logging write path.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on patched testing debug logs/captured_info artifacts. The diffs overlap on the same testing utility path and the workflow change in 45645 is a natural extension of the same fix, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the same code path, and 45645 is a plausible superset of 45639 rather than a separate change." } ] }, @@ -24977,7 +25085,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25043,7 +25151,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25059,7 +25167,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "60a7caa7a2466a43dfd2345effa59899f4e26bcef8e9a785c53692a3f51e452f", + "prepared_review_unit_hash": "648ec56e7f81e4fd3a25846fda641051db62d6fb84cdaa1d8df00bc01ad16e8d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25081,18 +25189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated and should not be clustered as duplicates: #45932 is a mixed Grafana/CI and model-config change, while #46100 is a focused test migration with new kernel/DDP test files.", + "summary": "The two PRs are not duplicates: one is a broad experimental/CI-and-model tweak PR, the other is a test-migration PR. They do not appear to fix the same concrete code-path problem.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete problem or implement the same change.", + "canonical_pr_reason": "No canonical PR: 45932 is a mixed CI/telemetry plus model-edit PR, while 46100 is a focused test-migration PR; they do not represent the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "#46100 is the better representative PR because it is more focused and internally coherent; #45932 is a broad, mixed-purpose change.", + "best_pr_reason": "46100 is the more self-contained PR to represent this cluster, but only as a loose representative; 45932 is broader and clearly experimental ('DO NOT MERGE').", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes: #45932 touches CI secrets, a Grafana/test-caller workflow, and unrelated model code tweaks; #46100 adds kernel/DDP test migration files. They are not the same code-path fix and would not plausibly merge into one PR." + "reason": "Reject: these PRs touch different concerns and code paths. 45932 mixes CI workflow secrets with model implementation/config changes, while 46100 adds kernel/test migration files. Shared testing context is not enough to treat them as the same fix or mergeable into one PR." } ] }, @@ -25106,7 +25214,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25122,12 +25230,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "f12b7d8a171614ca2219f59a1417a3073ff20a78f3ef803e98a62b304eb64e67", + "prepared_review_unit_hash": "ac79e4c55a64551f2cdf398dd79f4cc0e3a5ccce851bbffc87fdf5dac5f89aff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25135,7 +25243,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25144,18 +25252,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a broad distributed-branch base PR touching many unrelated areas. The overlap in distributed filenames is too generic to treat them as the same change.", - "confidence": 0.92, + "summary": "These two PRs overlap in distributed/MoE files, but they are not the same change set: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP/Trainer integration and the shared distributed code paths.", + "canonical_pr_reason": "#46126 is the better canonical PR if one must be chosen: it has a narrow, concrete scope (EP + Trainer integration) and a clear feature goal. #46269 is too broad and looks like an umbrella branch rather than the same specific fix/change.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a clear, narrow purpose; PR #46269 is too broad and mixes many unrelated distributed updates.", + "best_pr_reason": "#46126 is the strongest representative for the cluster because it is specific and self-contained, whereas #46269 spans many subsystems and is not a clean duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed files, but the titles, scope, and diffs differ substantially. #46126 targets EP routing/trainer integration; #46269 is a large base branch with many unrelated distributed and CI changes, so they are not the same concrete fix." + "reason": "Reject: the overlap is at the subsystem level only. #46126 targets EP/Trainer integration and a specific router/tensor-parallel path, while #46269 is a broad distributed branch base with many unrelated file changes. They do not look like the same concrete bug or change and would not plausibly be merged into one PR." } ] }, @@ -25169,7 +25277,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25223,220 +25331,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "1107a1832624fffbb760312e8d07b2a3788e7d3bdbeb23a66db3a0f8c29f946e", + "prepared_review_unit_hash": "899ca01a86215212aa31410f47495ed5a7ae0cbdaeef44ac02f328688197d83e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26671, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26671, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all small workflow-maintenance changes, but they split across distinct files and distinct operational concerns. The high soft-similarity scores are mostly driven by generic chore titles and shared CI/security themes, not the same underlying fix, so I would not merge any of the proposed pairs as duplicates.", + "summary": "This cluster is mostly workflow-maintenance PRs with superficial similarity only. There are three loose themes (CI comment handling, SSH runner hardening, and pr-ci-security-gate security tweaks), but the PRs do not duplicate the same underlying fix.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate representative here: the set contains several unrelated workflow edits, and even the closest matches in .github/workflows/pr-ci-security-gate.yml alter different behavior.", + "canonical_pr_reason": "PR 46554 is the most substantive and central representative: it adds concrete security-gate checks in the reusable PR CI workflow, whereas the others are smaller, separate workflow adjustments.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone change and the closest anchor to the only repeated sub-area (.github/workflows/pr-ci-security-gate.yml), but it still is not a duplicate of the other PRs.", + "best_pr_reason": "PR 46554 is the best standalone representative of the cluster because it makes the clearest functional change to workflow security behavior rather than only tweaking permissions, comments, or unrelated CI scripts.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different bugs: stdin quoting for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." + "reason": "Different workflows and different fixes: PR comments stdin handling vs PR CI security gating." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same only at the very broad CI-workflow level; one changes self-comment CI command piping, the other changes PR CI security-gate permissions/approval flow." + "reason": "Only broadly workflow-related; one changes comment piping, the other changes security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes: self-comment CI input handling versus a reusable security-gate workflow reference/comment update." + "reason": "Unrelated changes: self-comment CI input handling vs a comment-only tweak in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different intent; no shared concrete code-path problem." + "reason": "Different code paths and problems: comment stdin handling vs secrets handling in a reusable workflow call." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell handling, but in different workflows and contexts; not the same underlying fix." + "reason": "Similar shell style only; they fix different workflows and different commands." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening versus benchmark trigger expansion; unrelated changes." + "reason": "Both are workflow chores, but one hardens ssh-runner and the other changes benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different concerns: SSH runner secrets/download safety vs anti-slop permissions." + "reason": "Different workflows and unrelated fixes; only generic CI-maintenance similarity." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner hardening is unrelated to assign-reviewers checkout ref selection." + "reason": "SSH runner security/env handling is unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug/change; one hardens SSH runner, the other changes PR CI security checks." + "reason": "Separate workflow hardening areas: ssh-runner pinning/env cleanup vs PR CI security checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow edits with different behavior changes; not duplicates." + "reason": "Different fixes in different workflows; not the same underlying bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark dispatch behavior are separate workflow changes." + "reason": "Different workflow files with different trigger/permission edits; not a duplicate change." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Same broad CI area, but one changes anti-slop permissions while the other changes reviewer assignment checkout target." + "reason": "Both are workflow updates, but they touch different files and solve different issues." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; only generic chore similarity." + "reason": "Unrelated CI workflow tweaks; no shared concrete bug or mergeable common fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate file scanning." + "reason": "Different workflows and different concerns: anti-slop permissions vs PR CI security checks." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref and benchmark workflow_dispatch support solve different problems." + "reason": "Assign-reviewers checkout change vs benchmark dispatch trigger change are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different code paths; not the same change." + "reason": "Different workflow maintenance changes in different files; not the same patch." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Checkout base ref for reviewer assignment is unrelated to security-gate behavior." + "reason": "Different workflows and distinct fixes; no shared concrete code-path problem." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow tweaks, but one adds manual benchmark dispatch while the other fixes shell handling in build-ci-docker-images." + "reason": "Benchmark dispatch support vs build-image message parsing are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark triggering and security-gate checks are distinct behaviors." + "reason": "Different workflow behaviors: benchmark triggering versus PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Shell quoting fix in build-ci-docker-images is not the same as PR CI security-gate hardening." + "reason": "Both touch workflow scripts, but the fixes are unrelated and not mergeable into one concrete change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; no shared concrete bug." + "reason": "Build-image commit-message handling is unrelated to PR CI security-gate permissions/approval logic." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." + "reason": "Same file, but different fixes: 46554 adds gating checks, 46558 changes permissions and conditional approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the security-gate workflow, but one modifies logic while the other adds notes around a reusable workflow call." + "reason": "46554 adds enforcement logic; 46563 only adds comments/note text around the reusable workflow call." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Security-gate logic changes versus swapping secrets inheritance for an include; not the same fix." + "reason": "Different security hardenings: one adds changed-file checks, the other removes inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one edits permissions/approval flow and the other changes the reusable workflow invocation commentary; not duplicates." + "reason": "Permissions/approval gating versus documentation comments; not the same underlying bug." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval changes are different from secrets inheritance changes." + "reason": "Different concerns in the same workflow: explicit permissions vs secret inheritance." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Both concern the reusable security-gate call, but one only adds explanatory comments while the other changes secrets handling; distinct changes." + "reason": "Comment-only clarification is not the same change as switching to empty secrets." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Different workflow files and unrelated content; only superficial workflow-chore similarity." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to security-gate workflow commentary." + "reason": "SSH runner hardening and reusable-workflow comments address different problems." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different underlying behavior." + "reason": "Different CI workflow areas and different fixes; no duplicate underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "No shared concrete bug/change; unrelated workflow hardening vs secrets handling." + "reason": "Unrelated workflow security/hardening changes in different pipelines." } ] }, @@ -25450,7 +25558,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25513,7 +25621,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25529,7 +25637,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "74420008b3ec7dc87373e44a743fc383383ff12244483133d9314073cb616601", + "prepared_review_unit_hash": "27f91d20137a03f012bb60715888aac79ea1a929a178089b2f744ae72751711d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25551,18 +25659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically similar security hardenings, but they fix different path-traversal surfaces: one in sharded checkpoint filename resolution from `weight_map`, the other in `transformers_weights` explicit archive-path handling. They are related by subsystem, not the same underlying bug.", - "confidence": 0.94, + "summary": "Both PRs harden path handling against directory traversal, but they fix different checkpoint-loading entry points and touch different code paths, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46281 is the clearer representative fix: it patches the sharded-checkpoint loader directly and validates index-derived shard paths against traversal outside the model directory.", + "canonical_pr_reason": "No canonical PR for duplication: PR #46281 protects sharded checkpoint index filenames in `utils/hub.py`, while PR #46890 validates `transformers_weights` resolution in `modeling_utils.py`; they address different loaders and different inputs.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the stronger standalone representative for this cluster because it addresses a concrete loader-path traversal bug with a focused, self-contained fix.", + "best_pr_reason": "PR #46890 is the better representative of the cluster only in a broad security-triage sense because it has the clearer, self-contained validation change and explicit config-field focus; however, it is not a duplicate of PR #46281.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: both are path-traversal mitigations, but they protect different inputs and code paths (`weight_map` shard filenames vs `transformers_weights` archive filenames). They are not the same bug and would not naturally merge into one PR." + "reason": "Both are path-traversal fixes, but for different concrete code paths: one validates shard filenames from a sharded checkpoint index, the other validates `transformers_weights`/archive resolution. Different inputs, different loaders, not mergeable as one PR." } ] }, @@ -25576,7 +25684,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25592,12 +25700,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "5c182884cbbfe51be49ad95d3a28f469927e72b72a2949dfe19634073256c8ea", + "prepared_review_unit_hash": "4baffa75e7db5344c8ef5b3981c0c6489590200a73fc7f7a2b865ef935a6c41a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25605,7 +25713,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25614,18 +25722,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class resolution. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These two PRs are unrelated fixes in the tokenizer stack: one changes CodeLlama decode behavior to preserve leading spaces, the other fixes AutoTokenizer class selection for certain DeepSeek checkpoints. They should not be deduplicated or merged as one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: 46574 addresses CodeLlama decoding, while 46580 addresses DeepSeek checkpoint-to-tokenizer routing; different bugs and code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the pair because they solve separate model-specific issues rather than the same underlying change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems and different affected paths/models: CodeLlama decode-space stripping vs DeepSeek tokenizer-class selection." + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decoder assignment/space stripping on decode, while 46580 fixes checkpoint-prefix-based tokenizer class selection for DeepSeek models during auto-loading." } ] }, @@ -25639,7 +25747,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25657,12 +25765,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "e541af88cc8e88f5b9e0f3a223f23b5b2f0b908b2056ab2d6b129b21a8b7634c", + "prepared_review_unit_hash": "6b11863996d96c11f7d804397cc0da763e6c0ace659952fae908cd9286665cbd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25670,7 +25778,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25679,24 +25787,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests in generation and cache validation; they are not duplicate fixes and should stay separate.", - "confidence": 0.97, + "summary": "All three PRs are distinct fixes. Two touch generation, but one is about prompt lookup decoding max_length budgeting and the other is about validation of empty lists in logits processors; the cache PR is unrelated. No soft pair looks like the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the three PRs fix different bugs in different code paths (cache validation, prompt lookup decoding, and generation logits validation).", + "canonical_pr_reason": "PR #46994 is the clearest self-contained bug fix, with a precise validation change and direct error-message improvement; however, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46993 is the clearest self-contained bug fix with an explicit regression test, but it is not a better representative of the whole cluster than the others because the cluster is not a duplicate set.", + "best_pr_reason": "PR #46994 is the best representative of the set because it addresses a concrete input-validation defect with a narrow, well-scoped patch.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and failures: QuantizedCache layer-type validation versus prompt lookup decoding max_length handling. No shared code path or same underlying bug." + "reason": "Different subsystems and bugs: cache layer-type validation vs prompt lookup decoding max_length behavior. No shared code path or mergeable combined fix." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Distinct generation behaviors: one fixes prompt lookup decoding length budgeting, the other tightens validation for empty bad_words_ids/sequence_bias inputs. They are separate bugs, not one change." + "reason": "Both are generation-related, but they fix unrelated problems: one corrects candidate length budgeting, the other rejects empty lists in logits processor validation. Not the same underlying bug." } ] }, @@ -25710,7 +25818,70 @@ { "label": "pull_request", "component_index": 31, - "component_count": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-2", + "nodes": [ + "pull_request:47016", + "pull_request:47048" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048" + ], + "prepared_review_unit_hash": "928db2b2ecc91856772f21d3dfd869fd0535ba6f24cd9b82e83b26c4964327d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address Hungarian matcher failures caused by non-finite cost matrices, but they do so in different code paths: one is RT-DETR-specific, the other patches the shared object-detection matcher and Grounding DINO. They are related, but not duplicates under strict PR triage.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the better canonical PR because it fixes the broader, shared matcher path used by DETR and Grounding DINO and includes targeted test coverage. It is more general and central than the RT-DETR-only workaround.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the strongest representative of the underlying bug class: non-finite cost matrices causing `linear_sum_assignment` infeasibility in Hungarian matching. It addresses the problem in a reusable location rather than a model-specific implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Same symptom, but different concrete code paths and model families. 47016 patches RT-DETR's matcher; 47048 patches the generic object-detection matcher plus Grounding DINO. They are related, not the same PR-worthy change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25726,7 +25897,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "73330786e4e73816eb5cb59518c6990ae55ac98c848e0c999e894c200ff5f8b0", + "prepared_review_unit_hash": "f361b9afea1e20b3c7c5708625f337331aba324d1805a2799f82565ee967310a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25748,18 +25919,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two xLSTM PRs target the same tracked issue, but they appear to be related rather than exact duplicates: one is a narrow fix for train_with_padding/return_last_states, while the other broadens the fix to additional train-mode/use_cache crashes and tests.", - "confidence": 0.74, + "summary": "Both PRs target xLSTM training crashes around `return_last_states=False`, but PR #47046 looks like the broader, more complete fix; I would not treat the pair as a duplicate with enough certainty because #47046 also mentions `use_cache` and likely covers an additional code path.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47046 is the better canonical PR because it is broader, appears to subsume the narrower crash fix, and includes additional handling/tests around the same xLSTM forward path.", + "canonical_pr_reason": "PR #47046 is the better canonical candidate because it appears to consolidate the crash fix with broader handling and test coverage, while PR #47026 is a narrower patch only for `train_with_padding`/`return_last_states=False`.", "best_issue_reason": null, - "best_pr_reason": "PR #47046 is the strongest representative of the cluster since it addresses the same xLSTM training crash family but more completely than #47026.", + "best_pr_reason": "PR #47046 is the best overall PR to keep: it targets the same xLSTM training crash theme but seems more complete and includes tests, making it likelier to represent the final merged fix.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": false, - "reason": "Related, but not the same concrete change: #47026 fixes the train_with_padding + return_last_states=False crash, while #47046 also covers use_cache and broader train-mode behavior. They share a file and issue target, but this is not a strict duplicate pair." + "reason": "Related, but not clearly the same concrete bug/change. #47026 fixes `train_with_padding` when `return_last_states=False`; #47046 also calls out `use_cache`, suggesting an additional or different crash path. Shared issue target and file alone are not enough for a duplicate merge." } ] }, @@ -25772,8 +25943,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 32, + "component_index": 33, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25781,48 +25952,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47032-2", + "cluster_id": "cluster-47032-3", "nodes": [ "pull_request:47032", - "pull_request:47045" + "pull_request:47045", + "pull_request:47051" ], "soft_pairs": [ + "pull_request:47032|pull_request:47051", "pull_request:47032|pull_request:47045" ], - "prepared_review_unit_hash": "113991df05eec3e65fbbfe11e1eb3c1a8e1b37e04ccfcfe5a61ffc804e8f8dbb", + "prepared_review_unit_hash": "b93202ddb629de6fcf2802ade44dd03320a218cd819b907467ede711efaff8c9", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4345, - "estimated_input_tokens": 1087, - "estimated_eval_tokens": 2430 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6932, + "estimated_input_tokens": 1733, + "estimated_eval_tokens": 3722 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4345, - "estimated_input_tokens": 1087, - "estimated_eval_tokens": 2430 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6932, + "estimated_input_tokens": 1733, + "estimated_eval_tokens": 3722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address unrelated bugs in different components: image-text-to-text stop sequence handling vs. Voxtral audio format validation/encoding.", - "confidence": 0.98, + "summary": "These PRs are related only at a broad multimodal-pipeline level. The image-text-to-text stop-sequence fix and the direct-generation-kwargs refactor overlap in file scope, but they target different behaviors and are not the same change. The Voxtral audio-format PR is unrelated aside from being another multimodal input-validation fix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the PRs target different code paths and solve unrelated problems.", + "canonical_pr_reason": "PR 47051 is the best representative because it makes the broader multimodal-generation plumbing change and also touches the shared image-text-to-text pipeline, so it subsumes the narrower pipeline-specific handling better than the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #47045 is the stronger standalone fix because it addresses a concrete validation/runtime failure in Voxtral transcription requests with a clear, self-contained change.", + "best_pr_reason": "PR 47051 is the strongest cluster anchor: it addresses the underlying kwargs-routing behavior across multimodal generation pipelines, while 47032 is a narrow stop-sequence fix and 47045 is a separate Voxtral input-validation issue.", "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image-text-to-text, but 47032 fixes stop_sequence semantics while 47051 refactors generation-kwarg forwarding; they are different code paths and not plausibly one merged PR for the same bug." + }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different subsystems and behaviors: one changes pipeline stop-sequence handling, the other adds Voxtral audio-format validation and soundfile encoding checks. They are not the same underlying change." + "reason": "Different models and different failure modes: stop-sequence handling in an image-text pipeline vs. scalar audio-format validation in Voxtral. No shared underlying bug." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 9c8a7159aa58a5148c63f4c7859a1eeeb0a0d051..2aac8839aa9d5eec17a09bae7b31fc37c77b3cde 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260704t000723z", + "analysis_id": "hybrid-model-20260704t060749z", "archived_artifacts": { - "hybrid": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ 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], + "target_issue_number": null, + "reason": "PRs in cluster-46927-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47013-3", + "canonical_pr_number": 47026, + "duplicate_pr_numbers": [ + 47046 + ], + "target_issue_number": 47013, + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4c41d5c7b540e41472f5c386da2c060ed0b842c7 --- /dev/null +++ b/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26016 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260704T060749Z", + "generated_at": "2026-07-04T06:19:17Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "e1c576a3545617705247f865df7bea44f2d4c5814ccfbc335c9f649875631fd7", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46568, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups: ZeRO-3/BERT load-time index errors, Qwen3_5Moe rotary-embedding device/materialization bugs, and a torch 2.4.1 compatibility regression. Most other soft links are only broad subsystem or model-family similarity, not the same concrete bug.", + "confidence": 0.81, + "canonical_issue_reason": "43596 is the best issue anchor in the strongest duplicate subgroup: it captures the broad ZeRO-3 index-out-of-bounds failure during Bert model initialization, and the nearby variants are narrower versions of the same load-time bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the cleanest representative issue in the cluster for duplicate triage because its title states the core failure mode broadly, without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: a config attribute error vs a streaming chat/completions bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/hardware problems; only superficial accelerator overlap." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific dtype issue vs an AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and code paths; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different runtime errors." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export bug vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes and code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table QA crash vs stale RAG examples." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: export error vs GenerationMixin import breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they reference different removed items and likely different docs changes." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/embedding and remote-code resume issues." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different model/workflow failures." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different errors: mask shape mismatch vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad indexing theme, but different error and model path." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes; only a superficial zero-sized tensor similarity." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input bugs and different error signatures." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different issues with no shared concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different video-processing and training-resume issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different model processor bug vs export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures and models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 load-time index-out-of-bounds failure; 43638 is just a narrower Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated issues: Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different processor bug vs remote-code config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different device-map failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the specific runtime errors and code paths are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed-training failure vs tensor/mask shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different platform/model issues." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding state/device-handling bug, expressed through CPU offload and meta-to-empty materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different training bugs: activation checkpointing/FSDP vs CustomTrainer signature mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bug classes and different model families." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different issues; only a generic loading/distributed-training overlap." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different Gemma4 input-handling and Qwen3.5 video-template bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/hardware failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: missing config field in vLLM vs tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but different concrete failures and code paths." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; 46515 is the same issue phrased more narrowly." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training and device-map failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different incompatibility targets and different runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: autocast dtype mismatch vs tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures; only a broad Mistral/Mixtral similarity." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime errors and unrelated platforms." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model-specific bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-family issues with different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and errors." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds load failure during model initialization; only the model family differs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different obsolete references and are not the same change." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: distributed collectives mismatch vs trainer API breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failure classes with no shared code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: AMD GPU model failure vs outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs; only generic tensor/loss behavior overlap." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it only calls out duplicate-like groups that are strongly supported by the titles, and the rejected soft links stay conservative. The accepted pairs are plausible same-bug matches, and the rest are appropriately treated as broad-similarity rather than duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "9eada383f9641bd835f5c7fa2af964158b91d478afde268a21c27665c58a8970", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous model/runtime bugs. The only clear duplicate-looking pair is the AutoTokenizer v5 token-ID regression reports; the rest share broad subsystems or similar exception shapes but not the same concrete bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the better umbrella for the shared AutoTokenizer regression: it describes the same wrong-token-ID behavior as 45812, but across multiple model families rather than one Granite-only case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest representative issue in this cluster because it captures the broad, concrete regression and is the most likely target for deduping the narrower tokenization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/version compatibility, but one is a general version mismatch and the other is a specific USE_DISTRIBUTED=0 regression; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: vLLM model loading for PaddleOCR-VL versus PyTorch distributed build/support breakage." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing weight loading are both load failures, but they are different models and different root causes." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3-related IndexErrors, but they involve different models and different failure points; too broad to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "A missing config attribute in Gemma3/vLLM is unrelated to Qwen3 MoE device-map CUDA asserts." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are unrelated documentation issues touching different APIs and versions." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is a runtime/storage-support issue, not the same as distributed build incompatibility." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different domains and symptoms: AMD GPU support versus table-question-answering pipeline crashes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization is a code bug; outdated RAG examples are documentation drift." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and video apply_chat_template token/feature mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure for Voxtral and Gemma4 PLE device mismatch are distinct issues." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "A corrupted checkpoint is not the same as a ModelOpt/NVFP4 compatibility issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is a different code path from the USE_DISTRIBUTED=0 PyTorch support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying bug: AutoTokenizer returns wrong token IDs in v5, with 45920 being the broader multi-model report and 45812 a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both affect model loading, but one is a corrupted checkpoint report and the other is a specific NemotronH implementation/load failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG documentation problems are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params keyword incompatibility is separate from torch distributed support changes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but the models, stack traces, and failure modes differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors under training/loading, but the reported shapes and code paths are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure is unrelated to table-question-answering pipeline crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure and corrupted checkpoint report different underlying problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are different compatibility failures." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat-related, but one is a model crash and the other is a streaming API failure; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime/load issue and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero3 init IndexError in BertModel and torch 2.4.1 compatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and YOLO multi-GPU device-map auto failures are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution and table-question-answering crashes do not describe the same defect." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-map forward mismatch are different model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming API failure and MPS histogram Int support error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and a missing sliding_window_pattern attribute are unrelated failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing and MPS histogram support errors are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are separate bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are not the same underlying problem." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are distinct issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map auto failures are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero-sized tensor index-out-of-bounds are different failure modes." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback logic being blocked and remote-code config_class lookup failures are separate code paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a broken PretrainedConfig pydantic field are different regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device-mismatch problems are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (45812 \u2194 45920) is well supported by the titles as the same AutoTokenizer v5 token-ID regression, with 45920 as the broader umbrella report. The remaining pairwise rejections are conservative and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "e61c4c583d9c3a94618f0f93b1d05aa35d2cbf7df85fbed4098235044cb82ec3", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36242, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with only one strong duplicate candidate. The Qwen video-input reports look like the same underlying regression; the rest are superficially similar but describe different models, validation paths, or failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report: a v5.3.0 video-input regression spanning several Qwen/VL model variants, and it cleanly subsumes the strongest duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best global representative because it describes the widest concrete regression and is more umbrella-like than the narrower per-model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: model load failure for PaddleOCR-VL vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index/shape errors, but they involve different models and different tensor paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE failures: grouped_mm tracing error vs TP support not working." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and codepaths: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is int4 quantization memory/OOM, the other is tied-weights behavior in translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding_window behavior vs config/pydantic compatibility." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the affected models and failure contexts differ." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Related multimodal area, but different modalities and symptoms: image dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is remote_code breakage in recent transformers, the other is a specific torch/transformers incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is degraded embedding quality while the other is a loading/pipeline correctness issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5 video-input regression family; both describe the same feature/token mismatch on video inputs." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems: broken official Nemotron example vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen 3.5/3.6 config issues: text_config unwrapping vs rotary embedding materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different initialization/training flows and different failure modes." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: multimodal dtype mismatch vs TRL embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight shape error is unrelated to the Qwen3.5 embedding/TRL failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different reports: perplexity regression vs a GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook breakage is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern remote-code loading, but one is a cache-path collision and the other is wrong-module loading after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different model classes and different failures." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different features: FineGrainedFP8Config failure vs flash-attn2 fallback checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is unrelated to tied-weights translation-model issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer discussion vs docs typo." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the removed transformers run-command docs issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights behavior." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but they target different argument checks and model paths." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Completely different: Qwen3.5 embedding/TRL issue vs GraniteMoEHybrid invalid-method call." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:44479 vs issue:46294, is a credible same-family Qwen video-input regression match. The remaining verdicts avoid overclaiming and appropriately treat near-matches as non-duplicates or unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "62f31c2393a710960e7faf6027742cad167084cd093d908a357d8dab2e7de989", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with a handful of solid duplicate/regression pairs around non-persistent buffers, tokenizer regressions, cache seq_length typing, remote_code loading, and Gemma4 dtype-cast handling. The SigLIP2 items overlap in area, but the packet only supports them as related symptoms, not confirmed duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the cleanest canonical anchor for the non-persistent-buffer regression: it names the v5.x corruption directly and matches the close follow-ups in 44534 and 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it captures a broad tokenizer regression affecting multiple model families, not just one narrow manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes; only broad LLM-related similarity." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc/example errors vs a model-quality/output discrepancy; not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical v5 non-persistent-buffer corruption regression; same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API keyword regression vs DeepSpeed ZeRO-3 loading failure; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote_code config-field loss and buffer corruption are separate regressions." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different symptoms and code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio dtype-cast bug; 46932 is a follow-up/duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different mechanisms: dtype mismatch vs 3D position_ids/attention behavior." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same v5 tokenizer-output regression family; 46489 is a specific model manifestation." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding drift and generic tokenization change are not the same concrete bug; overlap is too broad to confirm duplication." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same static-cache seq_length return-type bug, just reported from different call paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but zero probabilities and worse embeddings are not clearly the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer/uninitialized-memory regression; 45902 is a specific manifestation." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload rotary embedding incompatibility are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "HF-vs-JAX SigLIP2 discrepancy and worse embeddings are related area overlap, but not enough to show the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing and int4 reserved-memory OOM are different training/memory regressions." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Per-layer shared_kv_states rebuild and non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and a missing model attribute/loading failure are distinct bugs." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape error and early-stopping metric mismatch are unrelated training issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise and a specific model load failure are not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "The specific missing-fields-on-trust_remote_code bug fits the broader remote_code breakage regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory inefficiency are different performance bugs." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class and bitsandbytes parameter incompatibility are different issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge accepts are too strong for the evidence in the packet. In particular, the SigLIP2-related pairs (43054\u219443493 and 43054\u219445701) are not clearly supported as the same underlying bug from the titles alone; they look more like related symptoms/area overlap than confirmed duplicates. The summary also overstates that these are \u201cclear\u201d duplicate/regression pairs. The non-persistent-buffer, cache seq_length, remote_code, and Gemma4 dtype-cast pairs are conservative enough, but the SigLIP2 links should be downgraded or left unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:43872|issue:44291", + "issue:46894|issue:46897", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "0bbab96b300884ac321633a22a6cd7de7c4601ea7cff24d9e00758eb0d30561b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports; only a few soft pairs look like true duplicates, mainly exact or near-exact tokenizer/video/mask regressions. Most other pairs share broad subsystems but not the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45020 is the broadest and most central regression report in the set: it clearly describes a recent-version breakage affecting remote_code models, which is a common anchor for nearby loading/tokenizer failures. The rest of the cluster is too heterogeneous to treat as one tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative issue because it is well-scoped, broadly worded, and captures a high-level model-loading regression pattern that appears repeatedly across the cluster. Even so, this is only a loose umbrella, not a perfect duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: one is an MPS int histogram error in MoE code, the other is a device-mismatch forward bug in Gemma4 PLE." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch attention/tokenizer plumbing, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad to merge: remote_code model breakage vs a specific Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping constraint issue vs remote_code loading regression; related area but not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different root causes and model families: autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device placement." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but they affect different architectures and appear to stem from different missing attributes/checkpoints." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a version-compatibility failure and the other is a warning about tie_word_embeddings configuration." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage is unrelated to the Kimi-K2.5 tokenizer regression and codec/fix_mistral_regex warning." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer area, but opposite directions and different code paths: convert_ids_to_tokens vs convert_tokens_to_ids performance regressions." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init kwarg incompatibility vs YOLO multi-GPU device-map failure; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same underlying documentation cleanup: both say docs still reference removed v5 pipeline tasks." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping issue vs remote-code model_class/config_class error; different model-construction failures." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the concrete causes differ and the affected code paths are not the same." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Strong match on the same unexpected `_is_hf_initialized` kwarg being propagated into incompatible initialization paths." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are explicitly the same training-loss double-shift pattern applied to two different models, so they look like the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern remote-code loading, but one is a broad regression while the other is a specific missing config_class attribute on from_pretrained()." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Possible audio-preprocessing overlap, but the generic Whisper failure is not clearly the same concrete fbank-function bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight loading under ZeRO-3 and the other is gradient averaging with GAS/model_accepts_loss_kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Checkpointing-related, but one is a PEFT LoRA effectiveness issue and the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors: custom trainer signature mismatch vs tensor-mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading reports in Qwen models, but they target different model variants and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Distinct model families and distinct loading failures; not the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer issues: bad error messaging for Voxtral vs a loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/SDPA fallback issue is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same concrete IndexError class and same mask/tensor shape mismatch symptom; likely the same underlying bug report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family and are plausibly the same video-processing bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs void segmentation-map preprocessing failure; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the accepted soft pairs are conservative, with titles that plausibly point to the same concrete bug or cleanup. The overall clustering characterization as heterogeneous is also supported by the issue titles. 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": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "180ae3ba8758ccdd4f711a3f42aff9e89df2bc9216b9b512bce3b32bf215a81b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38060, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "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 v5/model-specific regressions. The clearest duplicate-looking items are the custom model initialization issues, the siglip2 broken-output reports, and the Gemma4 4-bit quantization dtype-cast reports; the rest are too model- or backend-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the broadest, most central statement of the likely umbrella regression: Transformers 5.0.0 breaks custom model initialization. It best covers the closely related notebook-specific variant and is a better cluster anchor than the more narrow follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue because it describes the shared high-level failure mode that the closest duplicate candidate (43645) appears to instantiate, while remaining broad enough to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; both are loading-related, but not the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading complaints, but one is NemotronH checkpoints and the other is Sam3 text encoder weights; no shared code-path evidence." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated models and symptoms: GGUF gpt-oss support versus Phi-tiny-MoE dtype mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the titles point to different models and likely different fixes; too broad to merge." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different architectures and bugs: Qwen2.5-VL rope scaling versus Qwen3_5 MoE rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same general Qwen3 MoE area, but gpt-oss GGUF support and sliding_window behavior are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different problem classes: a ZeRO3 BertModel index error versus a torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but batched track leakage and empty-transcription handling are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but training/FSDP2 shared_kv_states and device_map forward mismatch are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared concrete bug; gpt-oss support and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO3 BERT initialization index error versus a torch 2.4.1 incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "A silent from_pretrained buffer regression is unrelated to a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/initialization, but Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing export for Qwen2.5-VL, the other is meta-device loading breakage; not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal models and different failure mechanisms; no shared underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache internals, but Qwen3.5 position_id misinterpretation and static-cache seq-length device tensors are separate bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These look like the same underlying custom-model initialization regression, with 43645 being the notebook-specific manifestation of 43646." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Notably different: a 3d_parallel.py runtime issue versus gpt-oss GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model issues: Qwen3-vl video StopIteration versus MPS histogram support for Int tensors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_id handling are distinct code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-vl, but video StopIteration and input-embedding unpacking are different failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different version-specific torch issues: compiled flex_attention on torch>=2.9 versus torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder tokenizer output are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device_map mismatch and generic torch incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name validation and Gemma4 device mismatch do not describe the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report broken Siglip2-base-patch16-224 behavior producing wrong/zero outputs, likely the same underlying model bug across APIs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different models; both are runtime errors, but not the same concrete failure." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both point to Gemma4 4-bit quantization/dtype-cast problems in multimodal/audio-vision embedders, plausibly the same code-path bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they concern different model families and different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO3 BertModel index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: deepspeed zero3/BertModel indexing versus tokenizer mapping validation." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight loading are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it identifies a broad mix of unrelated model/backend regressions while only treating the most title-aligned pairs as duplicates. The accepted soft-edge pairs are well-supported by shared model names and closely matching failure modes, and the rejection reasons do not overclaim beyond what the titles indicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "851e7219194b4e1961d9fb74b2e19240e82b4854c4387ee33d6b7f08bcd7d95d", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous; only a few soft pairs look like true duplicates or the same concrete bug pattern. The strongest matches are the resize_token_embeddings regression, the non-persistent buffer junk regression, and the training-loss double-shift bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45276 is the clearest representative bug report in the set: it describes a concrete API regression around resize_token_embeddings not propagating to output embeddings, and it has a near-identical sibling in issue:45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best standalone issue to anchor the cluster because it is specific, reproducible, and closely matched by issue:45335 with the same underlying failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offload/memory, but one is a dequantized-model loading failure and the other is an OOM workaround on Strix Halo; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: tokenizer-mapping addition vs an IndexError from mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference while the other is a docs-example/processor-quantization problem; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are effectively the same regression: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE LoRA load incompatibility vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures; no concrete shared code path." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different models, but the titles do not show the same concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs missing TP-plan entries for Qwen3.5 linear_attn are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is ignored dtype on checkpoint load and the other is stale config.dtype after from_config; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Load-time ZeRO-3 weight placement and save_pretrained visual-encoder key mapping are different issues." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs-example with multiple errors and the other is nonsensical outputs; too much ambiguity to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same release, but one is a buffer corruption bug and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths; not the same underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they affect different models and the titles do not indicate the same tokenizer bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is training inefficiency in Qwen3 MoE and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE LoRA incompatibility vs resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and targets." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and SGD optimizer args are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: LoRA checkpoint compatibility vs resize_token_embeddings propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 tracking vs quantized save/load breakage are not the same issue." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same concrete bug pattern: training loss is computed against shifted labels instead of the original labels." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both concern save/load internals, but extra_state handling and unexpected _is_hf_initialized argument are distinct failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the embedding resize does not propagate to the model's output/decoder embeddings." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and models; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is an illegal-memory-access bug on Qwen3.5 and the other is an AttributeError on sink-less models; different defects." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted soft pairs are supported by the titles alone, and the rejected pairs do not overclaim duplication from the available evidence. The canonical issue choice and summary are reasonable, with the resize_token_embeddings pair and the two clearly matched regression patterns standing out as the strongest links." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:42175|issue:43957" + ], + "prepared_review_unit_hash": "0ab2d6f772507ffb1b0291ad0fb1902941d35b52c18444a85e57fa09ba27a8a4", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36443, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports. The only clear duplicate family is the resize_token_embeddings/output_embeddings regression across Gemma4/T5Gemma variants; the rest look like separate model- or feature-specific bugs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45292 is the best anchor because it describes the broad, model-agnostic symptom (resize_token_embeddings not updating output_embeddings), while the other accepted items are model-specific variants of the same regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most general and central report in the duplicate family, so it is the best representative issue for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model load failures, but the titles point to different BERT checkpoints and different concrete symptoms; not enough to call the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc example errors and GLM5 loading are unrelated models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is a different code path from AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch-version compatibility and meta-device loading are distinct issues, even though both affect model loading." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they target different model classes and likely different implementation paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument and Strix Halo mmap OOM are unrelated failure causes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory, but one is an offloading regression and the other is increased reserved memory/OOM; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism output field wiring are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 and Qwen3_5Moe CPU offload are separate architecture/code-path problems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization failures on different models/quant formats; same general area, not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior and the other is an eval-mode restriction." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM under int4 quantization and disabling mmap on Strix Halo are different root causes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch do not share the same bug path." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are not the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 key handling are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and the official Nemotron example being broken are related only by model family, not the same concrete issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings/output_embeddings regression; 45276 is a model-specific report of the same missing propagation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen variants and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 RLHF NaN/SDPA fallback are different problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message behavior are different symptoms and likely different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation from save_pretrained is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 test loading and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45335 is another model-specific manifestation of the same embedding/output update failure." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and extra_state save/load failure are distinct serialization issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model loading failures, but the titles do not establish the same concrete root cause." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and meta-device loading regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the duplicate family around `resize_token_embeddings` is the only clearly supported cluster, and the canonical issue choice is conservative. The soft-edge verdicts stay cautious and do not overclaim equivalence beyond the evidence in 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": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "8095c75fc36a8a5ddf2a3764a68603bdc1b6cd63bf77ec7122eb81190d3a9cb4", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by theme (v5 regressions, tokenizers, loading, dtype, memory) and do not look like true duplicates. The only strong duplicate-looking pair is the two training-loss double-shift reports.", + "confidence": 0.73, + "canonical_issue_reason": "issue:46894 is the better canonical report for the accepted duplicate pair: it states the broader training-loss double-shift problem and already has inbound references, while issue:46901 is a narrower concrete manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best representative issue in this set because it captures the underlying bug class more broadly and is the stronger hub for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: custom model initialization in notebooks vs Trainer checkpoint-resume step accounting." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same underlying training-loss double-shift bug: labels being shifted when they should not be." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage object vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a broad torch version incompatibility report; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is not the same bug as CodeLlama leading-space round-trip corruption." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models and tokenizer slowdown are distinct correctness vs performance issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as a general tokenization behavior change." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 paged-attention group-type crash and template compilation error are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 custom-model breakage, but the failures are different: base_model_prefix loading vs notebook-defined model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language pipeline behavior and from_pretrained-inside-classes inconsistency are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Broad torch compatibility issue vs Gemma4 forward device mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the mask shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different tokenizer/runtime errors with no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Separate documentation regressions: old return_all_scores wording vs removed pipeline tasks." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to Perceiver interpolation handling." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling in save/from_pretrained is distinct from composite Qwen config unwrapping." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These do not share the same concrete bug; one is a reproduction issue, the other is a tokenizer chat-template behavior bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM regression and tokenizer-loading failure for EMBEDDIA/est-roberta are different failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load related, but one is a model-specific tokenizer failure and the other is a Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but device mismatch during forward and unsafe dtype cast in multimodal embedders are different bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero loss for num_labels=1 is not the same as the training-loss double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training and mmap-triggered OOM on Strix Halo are different causes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size attribute errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:46894 vs issue:46901, is supported by the titles as the same training-loss double-shift bug, with 46894 plausibly serving as the broader canonical report. The other pair verdicts are appropriately cautious and do not overstate 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": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "5aea3015218b28a0ea0def91a3e50af801618dcca03ac11e766a651b26897bbb", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous collection of Transformers regressions and model/tokenizer-specific bugs. I found no PRs, and none of the soft-edge pairs are close enough to merge as true duplicates under a strict same-root-cause standard.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest representative of the nearby v5 custom-model initialization regressions, making it the best umbrella issue among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest general wording and is the most suitable anchor for the small custom-model-init regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes: a v5 initialization flag regression vs. a Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel init error is unrelated to compiled flex_attention on torch 2.9+." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they concern different repos and no concrete shared root cause is evident." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Generic model-loading failure vs. a specific Mistral regex patch crash; different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about buffer initialization." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is repository tokenizer.json selection and the other is a DeepSeek-Coder output regression." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-structure regressions with no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT MLM prediction errors are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is CPU device placement in XLNet and the other is CPU-offload incompatibility in Qwen3_5Moe." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping logic bug and flex_attention compilation failure are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention handling." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen model bugs in different subsystems; not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the titles indicate distinct model-specific regressions without a shared concrete fix." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template-node compilation failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "They look adjacent and related, but one is about non-persistent buffers and the other about custom model initialization; not enough to treat as the same bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image finetuning failure and a mistral_common tokenizer message-handling bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission and BACKENDS_MAPPING validation error are different backend issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the reported failures are too specific and distinct to merge safely." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and notebook custom-model initialization are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loader breakage and a specific Qwen2.5-GGUF v5 load failure may be related in theme, but not the same concrete issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are repo-loading regressions on new transformers versions, but they involve different models and likely different tokenizer/config problems." + }, + { + "left": "issue:45081", + "right": "issue:45507", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and GraniteMoEHybrid invalid method call 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": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43883|issue:44488", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44464|issue:45987", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "03a647260c5a38bff5409e330a8cbda549eb52b1d5b48db81067be7e01d7d2bb", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated one-off bug reports. The soft pairs mostly share a broad subsystem or theme, but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43645 is the best representative issue: it describes a broad, high-signal Transformers v5 custom-model initialization regression with a concrete repro context, and it aligns with the closest family of related v5 init/load breakages in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43645 is the most useful single issue to anchor the cluster because it is detailed, actionable, and broad enough to cover the nearby custom-model init regressions without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: dequantized model offload/load failure vs GGUF loading failure in v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different code paths: PEFT local checkpoint loading vs mistral_common chat-template continuation behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is sampling-rate defaulting and the other is batched-vs-single encoder mismatch from padding masks." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures; no shared concrete bug beyond general load errors." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same subsystem (xLSTM) but not the same bug; the titles describe different training/runtime failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage is unrelated to non-persistent buffer serialization corruption." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise vs a tokenizer regex patch crash are different issues." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but one is notebook initialization breakage and the other is a missing config_class attribute in AutoModel.from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: hidden-state output behavior vs rope index / temporal position scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio model bugs: padding-mask batching mismatch vs DAC forward/from_latents STE mismatch." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a model class and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping configuration and TrainerState token counting are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure for one repo vs a Mistral regex patch crash; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: bad model outputs vs processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked compiled generation inconsistency is not the same as StaticCache returning the wrong type." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-era failures, but FP8 config loading and unexpected _is_hf_initialized argument are distinct issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma multimodal bugs: variable name collision vs unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer loading bugs with no shared concrete code-path failure." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and a MobileLLM key error are different loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but the specific AddedToken argument collision is not the same bug as est-roberta loading failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage type registration." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a still-image temporal-position scaling bug; not the same concrete issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead from GPU syncs/dispatch is unrelated to a cache length return-type 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": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:43525", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "2a655205b614df261f95e9f394399a287d5e9229b0421c1ebbebbb1743263b8f", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37031, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy thematic bucket of mostly unrelated model/tokenizer/regression reports. I don\u2019t see any soft edge that clearly reflects the same concrete bug, so I would not merge any of the candidate pairs.", + "confidence": 0.88, + "canonical_issue_reason": "No clear canonical issue: the set spans many distinct failures across different models, tokenizer paths, loading code, training modes, and Torch/Transformers regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 45812 is the strongest broad regression report (Granite tokenizer IDs, multiple refs), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer load-time method conflict vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated failure modes: Qwen3-MoE sliding_window behavior vs GraniteSpeech strict-config loading." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API, but the titles describe different regression reports/symptoms; not enough to treat as one duplicate bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs a performance regression in convert_tokens_to_ids; different underlying problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility/packaging issue vs generic noisy loading behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset finetuning failure and the other is still-image temporal position scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention dtype casting in multimodal stacks, but they affect different models and different pipelines (image preprocessor vs audio/vision embedders)." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on newer Torch." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are distinct defects." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling vs PEFT-local-checkpoint loading for GraniteSpeech; different paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure for a specific repo." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` flag handling vs mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Feature request for Qwen2-VL multi-GPU training vs a concrete failure with multi-image IterableDataset finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper processor batch_decode special-token handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup TypeError; different error sources." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument mismatch vs Float8 storage lookup; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs model accuracy regression after upgrade; different symptoms and likely causes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image training failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different code paths." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs missing pad_token_id on Llama4Config; unrelated model/config issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights TypeError; different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update issue vs add_special_tokens not adding BOS/EOS; same broad area, but distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/install backend issue vs runtime undefined TensorFlow backend error." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping crash vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression vs CLIPTokenizer max_length bug; different tokenizer/model concerns." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs buffer initialization regression; not the same underlying defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload failure vs Qwen3 MoE memory usage issue; different problem shapes." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json selection bug vs Granite token ID regression; distinct tokenizer 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": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:41553|issue:43582", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444" + ], + "prepared_review_unit_hash": "0e1855eb3f9b1ebb51c360e14379b209c6b17a39ebcae854b354642370770736", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off issues; the soft pairs usually share only a model family, version, or subsystem, not the same concrete bug. I rejected all soft edges as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the broadest, most reusable triage anchor in this set: it describes a concrete Transformers 5 loading regression with a clear code-path, whereas most other items are narrower model-specific or docs-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative issue for grouping because it is a clear, generalized regression report and could plausibly absorb adjacent v5 loading/init failures during triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failure modes: PaddleOCR-VL model loading in vLLM vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they refer to different documentation problems and different affected examples/tasks." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is base_model_prefix loading and the other is custom model initialization; different concrete code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but they affect different models and different bugs (padding mask output mismatch vs NaN embeddings with sliding window attention)." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to a model load failure in vLLM." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are different internals with different symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training degenerate-loss reports, but one is flash_attention_3-specific while the other is a num_labels=1 classification-loss edge case." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and bugs: Video-LLaVA tower architecture vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL failures: multi-image IterableDataset fine-tuning vs video-position-id logic." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/temporal-attention bug is unrelated to Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility for torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family (SigLIP2), but one is a JAX/HF discrepancy report and the other is a nonsensical-output/pipeline issue; not enough evidence of the same underlying bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling is a different bug from Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL video/position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error messaging for Voxtral is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is a model-specific weight-tying bug causing bad generation; the other is a serialization inconsistency for tied lm_head weights." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are different model/loading paths." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are different classes of bugs." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failures do not share a concrete code path." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different processor/model-loading bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen v5.3 video-input regression and Gemma4 PLE device-mapping mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different failure mode from Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset not working and progressive generation with inputs_embeds/past_key_values are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to Qwen2.5-VL multi-image fine-tuning failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43881|issue:44488", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "665d5aa3a216f79722bd0e7d14c796f522c2dd2d365a77fe96967a8a5fb36b32", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one plausible duplicate pair around quantized/offloaded loading. The rest are different bugs despite occasional overlap in subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest representative: it covers the offloading/quantization loading path, has substantial discussion, and is the only item that cleanly matches a plausible soft-duplicate in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue representative because it is general, active, and centered on the shared offloading/quantization failure mode seen in the only credible duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export export failures in model compilation checks." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but they are different models and different failures (cuda assert vs forward device mismatch)." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/generation corruption is a different bug from torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC STE/latent mismatch are different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion/loading via accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is specific add_special_tokens behavior and the other is broad wrong-token-id mapping across models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batch-vs-single encoder padding-mask bug is unrelated to processor output shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map loading mismatch and TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one is unrelated to slow token-id conversion." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve input-shape/batch handling, but one is an audio encoder padding-mask bug and the other is a vision processor resize/interpolation bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision is unrelated to unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are separate state/loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both point to the same offloading/quantization loading path: device_map/offload failures when moving quantized or dequantized models across CPU/GPU, plausibly fixable in one change." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in one config is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to sinq save/load quantization serialization breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both fail during model loading, but on different models and with different failure modes (cuda assert vs segfault)." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss keyword error is unrelated to the 3d_parallel.py runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Memory growth from int4 quantization is a different problem than an apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map assert and Qwen3.5 flash-attention generation issues are different code paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regressions are different failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization bugs, but one concerns tied lm_head weights and the other visual encoder key names." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a benchmark is not the same underlying bug as a tokenizer-version regression." + }, + { + "left": "issue:44466", + "right": "issue:44534", + "accept": false, + "reason": "Incorrect lm_head serialization and junk non-persistent buffers are separate save/load bugs." + }, + { + "left": "issue:46050", + "right": "issue:46209", + "accept": false, + "reason": "Different quantization formats and different failures: save/load breakage versus inference on B200." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Mask off-by-one logic is unrelated to tokenizer performance regression." + }, + { + "left": "issue:46402", + "right": "issue:43065", + "accept": false, + "reason": "Missing text encoder weights and dummy pixel-decoder Conv2d are distinct Sam3 issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert is unrelated to the 3d_parallel.py failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft matches. The 43317 \u2194 43873 pair is the only clearly plausible duplicate, and the rest are appropriately rejected as distinct bugs despite subsystem overlap. The canonical/best-issue choice is also reasonable given 43873\u2019s broad offloading/quantization scope and active discussion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "9338fcd48ffc4c05357990895caa34f44c6b29ef2d09bdb101d18a0aa75b3742", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity set of mostly unrelated Transformers issues spanning trainer resumption, tokenizers, multimodal processors, generation caches, device maps/offload, and model-loading regressions. None of the soft-edge pairs are close enough to merge as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43873 is the best representative anchor here: it has the broadest offload/quantization/device-map theme and the strongest external signal, even though the overall cluster is heterogeneous rather than a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable single issue to represent the cluster because it is broad, high-signal, and closest to several other device/offload-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Different bugs: checkpoint resumption/epoch iterator failure vs early-stopping metric lookup disabled." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/offload, but one is quantization/device-map behavior and the other is a Strix Halo mmap OOM workaround." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/NER padding crash vs dtype mismatch in bfloat16 inference; different code paths and symptoms." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is beam-search reorder for specific models and the other is static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading issue vs Trainer resume_from_checkpoint max_steps miscalculation; unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer vs a version-dependent tokenization change; not the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int limitation for MoE vs TimesFM window_size attribute error; unrelated model families and failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures: glm-4v-9b model load vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load regressions, but the affected tokenizer classes and failure modes differ." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Processor/truncation crash vs image-size mismatch for OmDet-Turbo; same broad area, different bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Compile/SDPA failure vs CPU-offload device mismatch; different concrete code paths." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization regression vs inconsistent from_pretrained behavior inside Python classes; related theme, not same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch vs Perceiver interpolate_pos_encoding failure; different models and root causes." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model load failure with gpu+cpu offload." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error vs YOLO multi-GPU device_map=auto failure; unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug vs cache.get_seq_length device-tensor arithmetic bug; different layers of the stack." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching crash from a string lacking .to vs Gemma4Processor missing _tokenizer; both multimodal serve issues but not the same bug." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs GPT-OSS MoE tensor-parallel issue; different parallelism failures." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping config bug vs Qwen2-VL multi-GPU training issue; no shared underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs static-cache slice arithmetic bug under torch.compile." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs missing pad_token_idx in StableLmConfig; unrelated model/config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs recurrent state reset with cache and seq_len>1; different generation/model behavior." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "MoE FP8 loading failure vs kernels v0.15 import-time version/revision requirement; 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": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44857", + "issue:44913", + "issue:45072", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:36331|issue:41720", + "issue:44857|issue:47050", + "issue:44186|issue:44361", + "issue:44464|issue:47050", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:45859|issue:47050", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45072|issue:47050", + "issue:45406|issue:45464" + ], + "prepared_review_unit_hash": "e807293d531c00774036802b753350bed83aa2545bfb83a4a1b1fe60e373c11e", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34927, + "estimated_input_tokens": 8732, + "estimated_eval_tokens": 17720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and does not contain any true duplicate pair; the soft similarities are mostly superficial (shared terms like tokenizer, offload, dtype, or model names) but the underlying bugs and code paths differ.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set spans unrelated bugs across tokenizers, multimodal processors, quantization/offload, config loading, export, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most active report, but it is still not a good canonical because the cluster is not actually about one problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve local-model workflows, but one is a cache-path collision with trust_remote_code and the other is permission propagation in save_pretrained; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A CustomTrainer loss-signature TypeError is unrelated to a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "LwDetrImageLoss AMP crashes and CanineModel ONNX dtype mismatches are separate model/export paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but on different tokenizers and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to an fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency/version issue, while TimesFM window_size is an AttributeError in a model API." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "A Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different config bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void-segmentation-map processing are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 loading and Llava Next segfaults are distinct model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A CLIP bus error on macOS is not the same issue as progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing ValueError and Qwen3VL weight_only loading error are different failure points." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex FusedRMSNorm memory leak are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 quantization OOM and version-dependent tokenization changes do not share a concrete code-path bug." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and Canine fp16 ONNX dtype mismatch are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are not the same problem." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different config/code-path issues." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breaks from_pretrained, whereas XLMRobertaTokenizer fails constructing Unigram from the wrong vocab type." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT local-checkpoint loading are different model-loading failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and packed-weight unpacking in BitNet/accelerate are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "These are both dtype issues, but they affect different models and execution modes (bfloat16 inference vs fp16 ONNX export)." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve and Qwen3.5 streaming chat/completions failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:43526|issue:43881", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45704|issue:45923" + ], + "prepared_review_unit_hash": "8a5506e1a69cf6440c8d2ef93f5800c2b38bd9013c31a45fb593d06572f48e4b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated issue reports across training, tokenization, multimodal processing, config/save-load, and device/offline behavior. None of the proposed soft edges look like the same underlying bug, so no merges are warranted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest standalone report: it names the exact function (`_patch_mistral_regex`), the concrete failure (`model_info()` call in offline mode), and gives a clear, reproducible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Both are vision/model bugs, but they concern different subsystems and failures: label gathering vs SAM3 text/box prompting." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different training issues: token accounting in TrainerState vs progressive generation with embeddings/past key values." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: CPU offload device mismatch vs tokenizer special-token registration/decoding." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Different models and code paths: Qwen3-MoE sliding window handling vs TimesFM window_size attribute access." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset handling is unrelated to Qwen3 auto device-mapping CUDA assertion." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to cache sequence-length arithmetic in static cache/compile." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Same broad Qwen family, but different defects: config unwrapping vs rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: sliding-window logic vs missing Float8 storage type." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve multimodal model loading, but one is save_pretrained key persistence and the other is text encoder weights not loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: model loading regression vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and dtype mismatches in inference are distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT load failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Shared theme of labels/config, but one is config propagation and the other is a zero-loss classification issue when num_labels=1." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to gradient blow-up under ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch examples/processors, but one is a broken docs example and the other is a processor/model image-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings in LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load failures: PEFT adapter checkpoint loading vs quantized model round-trip corruption." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is unrelated to a T5 memory leak in fused RMSNorm." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer post-processor not updating at runtime is different from config custom token IDs being lost on save/load." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainers, but one is SFT embedding unpacking and the other is evaluate() failing after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but one is generic cache loading while the other is a specific unconditional model_info() call in a Mistral regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 memory leak and missing supports_gradient_checkpointing on Nemotron trust_remote_code 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": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:45987|issue:46829", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:41720|issue:44991", + "issue:43653|issue:43819" + ], + "prepared_review_unit_hash": "f5394fa03ad6d6a3baf64eabf4c61332214f7479bf92b0211ac9e3da909dffc7", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous set of unrelated bug reports across different models, tokenizers, caches, and loading paths. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44545 is the clearest representative of the only exact duplicate pair: it has the same failure mode and title as issue:44514, with slightly more inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue representative for the cluster because it is the only strong duplicate target and clearly captures the shared Qwen2_5_VLProcessor padding=False crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: composite Qwen multimodal config handling vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: PEFT/local checkpoint loading for GraniteSpeech vs quantization offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both mention model quality, but they are different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization issue; the other is an implementation-vs-JAX discrepancy." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2 use_cache correctness vs a T5 decoder input validation error message." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Shared tokenizer theme only; one is runtime special-token updates, the other is BigBirdTokenizer decode/registration behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import failure." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues with different paths and symptoms; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/regression wording, but the concrete failures and affected models differ." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but the bug contexts are different: stale indexer cache vs static-cache seq_length tensor arithmetic." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: special-token post-processor updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API revision forwarding; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model code paths: packed-weight loading vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration issue vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal regressions: processor/tokenizer API breakage vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model heads and failures: output field mismatch vs RT-DETR feature-level type error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs DiaConfig save/load token ID loss." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache API return-type bug vs VideoPrism output misassignment; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: Bamba torch.compile issue vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but the concrete failures and model classes differ enough that they do not look like the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-kwarg TypeError vs failing to load a specific tokenizer/model; not the same underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window behavior vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/deepspeed zero3 init IndexError is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model/tokenizer families and different failures." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a RoBERTa model." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token bug vs DAC latent conversion mismatch; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The single accepted soft pair, issue:44514 and issue:44545, is well supported by the matching titles and failure mode, and the rest of the verdicts stay conservative rather than overclaiming duplicates. The canonical/best issue rationale is also consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "ff0b3c1a52338383bc9fd3d4a2d47a610180f8a8838dab89a63f8fda61b64349", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35637, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs, with a few loose theme overlaps around tokenizer/model loading and v5 regressions. I did not find any soft pair that looks like the same underlying bug, so I would not merge any of them as duplicates. The most representative single issue is the Mistral tokenizer patching regression in #44843 because it is a concrete core-path loading bug with broader impact than the rest.", + "confidence": 0.67, + "canonical_issue_reason": "#44843 is the strongest representative issue: it is a concrete core tokenizer-loading regression in `_patch_mistral_regex`, affects offline mode directly, and sits in a broadly used path rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the best overall issue to anchor the cluster because it is the clearest high-signal bug in a core code path, and it aligns with the small subset of tokenizer-loading-related items better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: image processor segmentation-map handling vs trainer `compute_loss` signature mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping utility failure; no shared underlying code path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable name collision in forward pass vs static-cache sequence-length tensor bug; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type contract issue vs Gemma4 quantized embedders dtype casting; different bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different behaviors; not the same concrete defect." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug; unrelated model configuration issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a specific model load failure and the other is a constructor type mismatch in XLMRobertaTokenizer; different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA problem in Bamba-9B-v2 vs DAC latent decoding mismatch; no shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different mechanisms." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct failures: one is an unconditional Hub call breaking offline mode, the other is an AttributeError on `backend_tokenizer`; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template-node compilation error; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error; different models and code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor preset handling vs `GenerationMixin` import error; unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior changes, but they concern different models and symptoms; not a single duplicate bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs FastSpeech2Conformer tokenizer loading failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing regression vs Gemma3n attribute collision in forward; different problems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription failure vs Kosmos2.5 OCR length issue; unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging bug vs sequence-classification zero-loss bug; different code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load-time segmentation fault vs MPS histogram Int support issue; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization regression vs FSDP CPU RAM efficient loading breakage; different bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is a model-specific v5 load failure and the other is an XLMRobertaTokenizer constructor bug; not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor sync bug vs Whisper `batch_decode` skip-special-tokens handling; different layers and behaviors." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight-only loading error vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording bug vs SigLIP2 nonsensical outputs; not the same change or bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input index error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "d537908c4026ce8e338ec3acc7e3af029667e5dd893a32f5bfea6c81c12061b5", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36103, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports. The only soft edge that looks like a true duplicate is the tokenizer spacing issue paired with the broader slow-vs-fast tokenizer inconsistency report.", + "confidence": 0.68, + "canonical_issue_reason": "issue:29159 is the better duplicate target for the tokenizer spacing bug because it states the broader slow/fast tokenizer inconsistency that likely subsumes the added-token extra-space symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the strongest standalone representative overall: it has the broadest tokenization-regression scope and higher external signal than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and failures: dtype casting in BLIP2 vs missing temporal attention/weight sharing in Video-LLaVA." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but not the same bug: one is a specific API removal (`is_torch_fx_available`), the other is a broad remote_code regression report." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Unrelated: metric gathering drops labels in the last batch vs incorrect `use_cache` behavior in Mamba2Mixer." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Different problems: tokenizer loading regression vs pipeline import failure due to kernels dependency requirements." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Both are input/validation bugs, but they affect different models and different validation logic." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and failure modes: image-preprocessor dtype mismatch vs a Gemma3n variable-name collision." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "One is a mask/index shape error, the other is an evaluator/trainer lifecycle failure; not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a load-time weight mismatch and the other is a tensor-parallel plan omission." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different models and mechanisms: Qwen3OmniMoe video processing vs Qwen2.5-VL position-id computation." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same tokenizer symptom family: the extra-space-after-added-token bug is a concrete manifestation of the broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is an `init_empty_weights` argument error." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: packed-weight unpacking during accelerate loading vs dtype mismatch in inference." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to pipeline deprecation, but one is an error message and the other is stale documentation; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom-model initialization, but the notebook-specific v5 breakage is not the same as `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization is involved, but one report is incorrect masked-LM predictions and the other is a broad version-related tokenization change." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: BLIP2 dtype handling vs allocator warmup TypeError on Apple Silicon." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different areas entirely: BarkProcessor voice_preset vs CustomTrainer loss-signature error." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "No shared underlying bug: backend package installation issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 memory-heavy position embedding implementation is unrelated to quantized dtype casting fixes." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different image-processing bugs: over-padding vs incorrect patch-count computation." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "One is a `sys.modules` access issue, the other is an inconsistent CLIP model structure change." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: `weight_only=True` loading error vs rope index scaling for still images." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent conversion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the tokenizer pair is the only plausible duplicate-like soft edge, and the broad representative / canonical-target choices are conservative and supported by the titles and reference counts. The rejected soft pairs are generally justified by clearly different 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": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43638|issue:44936", + "issue:43329|issue:45600", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:42175|issue:46291", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "b89f5dcb0317705ea5e3cb0f70868e2fef66593782680cfde9826833821c240d", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers issues around model loading, configs, tokenizers, and processor behavior. The soft-similarity pairs look related at a high level, but not like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative loading/regression report in the set and has relatively strong discussion activity, so it is the best single issue anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest general-purpose representative: it covers a wide recent-regression class rather than a narrow model-specific symptom, and it has enough activity to serve as a useful triage target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated failures on different platforms and code paths: Apple Silicon allocator warmup vs CUDA AMP loss." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a continue_final_message tokenizer behavior bug; not the same fix." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading failures, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA issue for Bamba is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization regression are different failures." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: Qwen3 MoE weight conversion vs multimodal video token counting undefined variables." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both touch tokenizer/processor loading, but they fail on different missing attributes and different components." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks from_pretrained flows, while est-roberta fails as a tokenizer-loading regression; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weight warnings, but one is about incorrect parameter tying and the other about a config warning during LoRA fine-tuning." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error and evaluate-after-train failure do not share the same underlying bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug and stale auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load token ID loss are different model/config correctness issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and MPS attention correctness issue affect different subsystems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency omission and kernels import-version requirement are different installation/import problems." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading failure for GraniteSpeech is not the same as Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path slash import warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one loses fields with trust_remote_code and the other fails to unwrap text_config in from_config; separate code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model input-size mismatch are different image-processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to MXFP4 loading fallback for git-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sample-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "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": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45357", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:34567|issue:40990", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "9dde09c221032f107dcbedffdeb8b9d9714ac5c2d919257d593c6c1e9fa46aa6", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35307, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about tokenizers, model loading, multimodal/video processing, quantization, cache behavior, and OOMs. None of the soft edges looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the items cover distinct bugs across different subsystems and models, so there is no clear duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for dedupe triage here because the cluster is not coherent; a single best issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve Qwen/MoE loading, but one is a weight-conversion bug under accelerate+deepspeed and the other is a CUDA OOM on gpt-oss-20b; different failures and code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is int4 quantization memory growth in Transformers 5.x and the other is Sam3Video CUDA OOM; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video processor shape issue. Similar area, different defect." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but 43329 is a token-counting helper bug while 44479 is a broader v5.3.0 video regression across multiple models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: conversion with accelerate/deepspeed versus weight-shape mismatch for Qwen3-VL-30B." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they are separate tokenizer/data-conversion functions with different failure modes and fixes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: training token counts not updating versus extremely high perplexity on a model evaluation benchmark." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "A FineGrainedFP8Config failure on Qwen3Moe is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length behavior for quantized cache only; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and errors: init_empty_weights sees an unexpected argument, while image processors incorrectly require torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real duplication; one is an invalid/empty issue, the other is an isolated reproduction of a separate bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: FSDP CPU RAM efficient loading broken versus mmap causing OOM on Strix Halo." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal/video-ish pipelines, but they are different models and different failures." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing on kernels v0.15 dependency requirements." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-loading bugs: untied lm_head weights in AyaVision versus dtype staying float32 in Blip2." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS behavior and the other is Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing-PyTorch ImportError and Llama 3.2 Vision loading breakage are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast failing on transformers>=5.1.0 is not the same as CLIPTokenizer using an extreme model_max_length." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the kernels v0.15 pipelines import error." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error when loading a CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR-related bugs: AMP crash in one loss function versus a forward-pass type error when feature levels exceed backbone outputs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained key corruption are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:45081|issue:47020", + "issue:45538|issue:46869", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44568|issue:45488", + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "00252f37ffbf9a4ad226dad55ec2db47656586b0959199e56138e60ec7ac6433", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous, but there is one clear soft duplicate around Qwen video-input regressions. Most other paired issues are only loosely related by subsystem and do not look like the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45488 is the most broadly representative regression here: it describes a tokenizer behavior change affecting a family of models, and it has the strongest discussion/inbound activity among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best single anchor for the cluster because it is a broad, user-visible regression with strong engagement and is more representative than the narrowly scoped loader/training issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend availability vs a specific Qwen2.5-VL import error; same library area, but not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are unrelated causes and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error and a LayoutLMv3 error-message clarity issue are different problems." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer bugs, but one is Mistral regex patching and the other is XLM-Roberta/Unigram construction; not the same defect." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length handling are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs a FlashAttention2 long-context performance regression; different failure modes." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train bug and TimesFM window_size AttributeError are separate training/runtime issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM and unexpected _is_hf_initialized argument during init_empty_weights are different loader failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-loading failure for a specific model are not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/AutoTokenizer loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 issue and FSDP CPU RAM efficient loading are different distributed-loading problems." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug and a general tokenization-version complaint are not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is about Blip2 loading leaving modules at float32 and the other is about from_config leaving config.dtype stale; related, but not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error during training and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta and missing-PyTorch import behavior are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on Qwen3 and Qwen3OmniMoe video ValueError are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen variants and have different observed failures; not clearly the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen VL video-input regression, centered on incorrect video/position handling in the Qwen2.5-VL code path." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend/package installation issue vs a model-loading failure for cjvt/sleng-bert; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared 'video input' theme, but different models and symptoms; too broad to treat as one bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default resolution failure are different vision-model issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "add_special_tokens behavior for mdeberta-v3-base and the LlamaTokenizer ByteLevel/Metaspace regression are both tokenizer issues, but not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are different multimodal problems." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and loading AutoImageProcessor from URL are unrelated loader issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Smollm3 RoPE layer dropping are different model-specific bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex patch crash are distinct tokenizer internals issues." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral regex patching are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed heterogeneous, and the one clear duplicate-like pair is the Qwen video-input regression (44479/45381). The choice of 45488 as the canonical anchor is conservative and supported by the strongest engagement in the set. I did not see any soft-edge verdicts that overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:45823|issue:46463", + "issue:43577|issue:45072", + "issue:43906|issue:46693", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "bc5065b7aac32a553c5a89edd4f46795810feeca86e410dc7fcf8f6b6460e081", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35779, + "estimated_input_tokens": 8945, + "estimated_eval_tokens": 18146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like model loading, dtype, RoPE, quantization, or generation, but they point to different models and different code paths rather than the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5/RoPE-adjacent behavior, but one is about dropped RoPE layers and the other is a missing kernel registration decorator; different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading MobileLLM is unrelated to the Float8 storage lookup failure; different loading paths and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family issues, but one concerns RoPE layer selection and the other still-image temporal position scaling in Qwen2.5-VL." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different models and subsystems: Mistral-3 dtype mismatch vs DiffusionGemma pipeline/output handling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release/version metadata issue vs stale auto_mappings config references; not the same underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Device placement bug in XLNet RoPE math is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression and CodeLlama space round-trip regression are different tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch and T5 decoder validation are separate code paths with unrelated symptoms." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and arise from different loading/inference logic." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a performance regression in long-context FA2 generation." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 embedders and the other is BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and Bart generate() unbound decoder_attention_mask are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of a prior issue is not the same as a broken official Nemotron example." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe is unrelated to FA2 long-context generation performance." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is a different bug from strict config rejection of granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling and the other is a specific BERT checkpoint load failure." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 tensor-parallel plan omissions are different distributed-training bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output changes and VideoPrism hidden_states mapping are different model-output regressions." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention s_aux=None crash are separate implementation bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error and unsupported NoneType broadcast in Trainer are different runtime errors." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "RoPE parameter persistence on reload is not the same as type handling for JSON-loaded ignore_keys_at_rope_validation." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer wrong token IDs across many models are distinct regression classes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the zero-loss sequence-classification problem." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading in BitNet and Perceiver interpolation at non-default resolution are unrelated 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": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:42898|issue:46491" + ], + "prepared_review_unit_hash": "d08d21873ead074bdb2c697ee0129d6ef876146e63d16ee2060a0afae6b70f7b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: a few issues are clearly tokenizer/version-regression related, but many others are unrelated model-loading, training, backend, or vision bugs. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.68, + "canonical_issue_reason": "If forced to pick one canonical issue, 45701 is the broadest tokenizer-behavior regression and the best anchor for the tokenizer-related subset. That said, the cluster is too mixed for it to serve as a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most representative single issue for the cluster\u2019s version-driven tokenization regressions, but it only captures part of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization of lm_head.weight and the other is translation-model weight tying behavior in v5; different failures." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and T5 decoder-input validation are different model/path bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code loading and strict-dropping a config field are related only at a high level; different code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 loading IndexError and trainer.evaluate() failing after train are unrelated runtime issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key mismatch and quantized save/load breakage are different serialization/load bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated subsystems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AttributeError on tasks and the other is an AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image passing regression are different model-path failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are distinct tokenizer bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and unconditional model_info() offline failure both hit AutoTokenizer, but they are different root causes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated model/processor issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but CLIPVisionModel hidden_states regression and VideoPrism hidden_states mismatch are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor import failure and Windows/ROCm torch.distributed dependency error are unrelated environment/import issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetr loss AMP crash and RTDetrLoss infeasible cost matrix are different detection-loss failures." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RTDetr forward feature-level mismatch and Gemma4 quantized embedder dtype casting are different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error do not share a concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are version regressions, but processor.tokenizer/image handling and Kimi tokenizer codec handling are different concrete problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/dependency detection, but tensorboard-only TF backend handling and tensorflow_text backend mapping are separate issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Inconsistent slow/fast tokenizer behavior and a MacOS bus error in CLIP are clearly unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and global tokenization version changes are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are different failure classes." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text-encoder weights not loading are distinct model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but clean_up_tokenization_spaces changes and CodeLlama leading-space loss are different underlying 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": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44821|issue:46821", + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "dd76c128125f5b46cef57544c94d6f94476fdda50aca550c0ad7409be13c0590", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports across training, generation, loading, processors, and model-specific regressions. None of the suggested soft pairs look like the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items are heterogeneous and do not collapse into one duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone report in the set: it is detailed, active, has inbound references, and describes a broad regression with clear impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading-related, but one is about gguf_file breaking tokenizer/model loading and the other is a BLIP2 dtype propagation bug; different model families and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is a chunked-generation inconsistency with compiled forward and the other is recurrent states resetting in modular_qwen3_5; distinct mechanisms." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is an offline model_info call in _patch_mistral_regex and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are shape/return-value bugs, but CLIPVision hidden_states=None and xLSTM unpacking a bare tensor are unrelated model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "One is a BigBird tokenizer special-token registration bug; the other is DiaConfig losing custom token IDs after save/load. Same general area, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a video-input regression across several variants and the other is num_labels propagation to text config; not the same fix." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a GPU sliding-window attention issue in Gemma3 and the other is NaNs in classification heads on checkout/init; different causes and scope." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated API failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and an ImportError for GenerationMixin are completely different issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor not forwarding kwargs to cached_file are unrelated utility problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Qwen2-VL multi-GPU training are different failures despite both involving distributed training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are serialization/loading bugs, but one is lm_head.weight serialization depending on device and the other is sinq quantization restore failure." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepSeekV3MoE divergence from remote implementation are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation caches, but KV-cache continuation tensor indexing and skipped beam-search cache reorder are distinct code paths." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a Qwen3.5 correctness regression with flash-attention; the other is a broad performance regression with FA2 and long-context generation." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and chunked generation with compiled forward are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked-generation inconsistency under compilation and a flash-attention regression in Qwen3.5 are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure have different roots and model paths." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT pretrained preset loading and BitNet packed-weight unpacking during accelerate loading are separate load-time bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval and auxiliary-loss normalization are unrelated numerical issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss() signature breakage are different trainer-level problems." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage in Transformers 5.0 and Qwen3.5 TP-plan omissions are different compatibility issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and the MPS attention correctness issue are unrelated model/backend bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-input regression affect different processor APIs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token-ID loss are unrelated save/load bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark and DiaConfig token-ID persistence are different issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor/model input-size mismatch are separate vision-model issues." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available breaking trust_remote_code models are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:46821|issue:46832" + ], + "prepared_review_unit_hash": "a352fd7edf6a7322811dea86c1af912330423ea20add23e947e7ac9496fd1e49", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, config mismatches, runtime/device issues, and documentation/test problems. None of the soft edges look like the same underlying bug, so I reject them all.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative is needed, issue 45812 is the broadest tokenizer regression (silent v4\u2192v5 token-ID corruption across Granite models), but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best single issue candidate because it captures a broad, concrete tokenizer regression with cross-model impact; the rest of the cluster does not converge on the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure vs an unreleased PEFT-version dependency issue; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation warning; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different AttributeErrors in different models/code paths; not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but the configs and missing attributes differ (pad_token_id vs pad_token_idx); not one bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; distinct runtime problems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device_map mismatch vs quantized-model save/load breakage; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space regression vs Mac bus error on CLIP; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading issue vs ScandiBERT load failure; different defects." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs return_tensors being ignored when text_kwargs is passed; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF discrepancy vs gradient explosion under ZeRO-3; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors vs processor/tokenizer regression; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change bug vs gradient anomaly during ZeRO-3 training; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 vs accuracy regression after upgrade; different symptoms and likely different causes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization behaviors; too broad to merge." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs inconsistent lm_head serialization; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype issue vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error in CLIP vs a multi-GPU training question; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific BOS/EOS handling while the other is a broad Granite token-ID corruption; not the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "janus image-generation test failure vs unreleased PEFT-version bump; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert vs offline-mode break in _patch_mistral_regex; different tokenizer/load paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2_5_VL import error vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM vs unreleased PEFT-version bump; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states bug vs incorrect visual-encoder keys on save_pretrained; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field load failure vs CPU offload device mismatch; unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError vs RT-DETR backbone/feature-level mismatch; 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": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175" + ], + "prepared_review_unit_hash": "b65b1c26e66c9ac14f3d103b925dafc647c5c192ec5c8a2d1f8e1d99dd6220c4", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose set of unrelated Transformers issues that only share broad topical words like model loading, quantization, or generation. I would not merge any of the soft pairs; they do not look like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43873 is the broadest and most active issue here, with the highest inbound attention and a general offloading/quantization scope that makes it the best representative of this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest overall representative: it is open, discussion-heavy, and covers a user-impacting subsystem rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: a category-cardinality runtime error vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal loading, but one is a missing config attribute and the other is an AutoModel unwrapping bug; not the same concrete code path." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated compatibility failures: missing StableLm config field vs an unexpected init_empty_weights argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is a generic unexpected-position-id issue; the other is a CLIP class structure regression. Different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config/load regressions, but they affect different models and different missing fields." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different subsystems: storage deserialization for float8 vs flash_attn import handling on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE, but one is accelerate/deepspeed conversion and the other is a dev-version loading regression for Qwen3VL; not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Different failures: kernel registration/decorator error vs tensor-parallel plan missing linear_attn entries." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch and a stale CI test in GraniteSpeech are not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model/tokenizer bugs: legacy field handling for BEiT vs BigBird special-token registration." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different runtime mismatches in different models: dtype issues in inference vs feature-level count mismatch in RT-DETR." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is inconsistent generation under compiled forward; the other is cache-length config being ignored outside quantized cache." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs save/load breakage after sinq quantization are related only broadly, not the same concrete failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability under ZeRO-3 and a Phi-4 multimodal loading error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs unexpected state-dict key with position id." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error is not the same as an image-text-to-text pipeline output/type issue." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is CUDA OOM in multi-GPU inference and the other is a device-map mismatch during forward." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma4 issues: missing mm_token_type_ids defaults vs inference OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux handling and sinq save/load regression are distinct bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow job reporting on failure are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path-trailing-slash import warning does not match a GPT-oss CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes and flash_attn import key lookup are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token vs TrainerState input-token counting are different behaviors." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same Sam3 area, but a dummy Conv2d in PixelDecoder is not the same concrete bug as a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs 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": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44554|issue:45446", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44977|issue:46710", + "issue:45406|issue:46121", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:43450|issue:43575", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:44521|issue:45290", + "issue:43295|issue:43493", + "issue:45381|issue:46209" + ], + "prepared_review_unit_hash": "d78d05d141478973dc8484f15095ea1aa6497c2fa59199f4d5463b32a89c9ac4", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft links are mostly broad text-similarity matches across unrelated bugs. I would not merge any of the candidate pairs; they span different models, APIs, and failure modes.", + "confidence": 0.72, + "canonical_issue_reason": "No single duplicate stands out; if one issue must anchor the cluster, 44521 is the broadest open, well-referenced multimodal chat-template regression.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best issue to keep as the cluster anchor because it is open, actively discussed, and a reusable API regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different bugs: MPS attention/value-head shape issue vs a flex_attention import version check." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different subsystems/models: Qwen3.5 flash-attn generation vs DiffusionGemma pipeline output." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but one is a `str.to()` multimodal batching bug and the other is KV-cache indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "One is a device-mapping assert on Qwen3; the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation mismatch vs checkpoint-resume key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different Qwen3.5 generation regression vs DeepSeek accuracy drift." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to rope-validation list handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and `torch.device(\"meta\")` loading failure are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs video batch-shape bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failures: dtype mismatch in inference vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash vs Qwen config unwrapping issue." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure vs Gemma4 text-only `mm_token_type_ids` default." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression vs quantization offloading behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/batched padding tokenizer crash vs `return_tensors` argument handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm config missing `pad_token_idx` vs TimesFM `window_size` attribute error." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs `return_tensors` being ignored." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs video input sizing bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs DeepSpeed ZeRO-3 gradient issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only fine-tuning default issue vs device-mapping forward mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape bug vs Qwen2 large-model OOM." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate mask bug and Flash Attention 2 test failures are not the same defect." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Two different import-utils backend errors (`flash_attn` vs `tensorflow_text`)." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config issue vs failure loading a specific model under 5.1." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols from `transformers` modules." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generic generation sync_gpus bug vs Qwen3.5 hidden-states regression." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example problems vs `return_tensors` kwarg handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path warning issue is unrelated to SigLIP2 math discrepancy." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness bug vs Kimi tokenizer codec regression." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is wrong assistant masks and the other is a tool-call crash." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 discrepancy vs processor kwarg handling are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position bug vs FP8/B200 inference failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "07a9982c20153108325c507f98b85d5338e73c6b542a29ca5cbb5a5ef3392e74", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad vocabulary or subsystem names, but they do not look like the same underlying bug/change. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43950 is the strongest anchor here: it is a concrete core-framework regression in `from_pretrained()` with broad applicability and a clear reproduction path, unlike many model-specific or peripheral reports in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best single representative because it is a high-signal, user-facing loading regression with a well-scoped fix surface and broader reuse potential than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying/serialization vs LoRA+extended-vocab collapse: related area, different failure mode." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token vs embedding reinit after resize: separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs Qwen2.5-VL import error: different code paths and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange bug vs CohereASR double-shift loss bug: unrelated internals." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift vs MoE memory inefficiency: different symptom and fix surface." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError on Qwen2_5_VL vs DeepSeek detokenization regression: not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration vs CI stale device-override test: unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "`gguf_file` loading breakage vs stale `config.dtype`: different stages of model loading." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default vs batched video shape bug: different processors." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "`from_pretrained` buffer corruption vs CLIP model structure mismatch: unrelated regressions." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention `pad_token_id`, but they affect different model configs and are likely separate omissions." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 token-type defaults vs quantized multimodal embedder casting: different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer load failure vs save/tokenization failure: different model paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, but token-type defaults and dtype-casting regressions are distinct issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution failure vs RT-DETR memory release: unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs paged-generate warning: not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Beit label reduction vs `return_tensors` ignored: unrelated input-processing bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Text-only token-type default vs still-image rope scaling: different multimodal paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs GraniteSpeech CI test: unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer creation vs Bamba SDPA compile failure: different construction/runtime bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-related, but one is an auto-device-map assert and the other is an FP8 inference failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "`trust_remote_code` breakage from removed helper vs missing Falcon-Mamba import util: unrelated API surfaces." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-facing, but they cover different deprecated pipeline APIs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC mismatch vs `_get_feat_extract_output_lengths` behavior: unrelated internals." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet image-size mismatch vs LwDetr AMP crash: preprocessing bug vs numeric stability bug." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Label dropping in gather vs Beit label reduction: similar wording, different layers and logic." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale `config.dtype` vs TimesFM `window_size` AttributeError: unrelated config bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs feature-length helper behavior: no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46858" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "9468b9a1ba806edad200cd1cf70292cdfaf6c42c577c1226f3f77548f3c9286b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers bugs: import/runtime failures, chat-template edge cases, cache behavior, model-loading regressions, and model-specific issues. None of the soft pairs appears to be the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure, but one is AutoModelForCausalLM config unwrapping for Qwen multimodal configs and the other is CLIP text-model API inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: feature extractor center-arg regression vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems entirely: SigLIP2 probabilities vs RT-DETR memory cleanup." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is max_cache_length handling and the other is seq_length/device-tensor arithmetic in static cache under torch.compile." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug vs tokenizer special-token registration bug; no shared code path." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different compatibility problems: missing internal flash-attention symbol vs Torch 2.10 incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention test failures and Trainer GPU broadcast TypeError are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to a GraniteSpeech CI stale-device test." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is serialization of lm_head.weight tied weights." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Beit legacy-field loading bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform issues, but one is flash_attn lookup on Python 3.13 and the other is Windows ROCm/torch.distributed handling." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse failure in DebertaV2Model is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output mismatch across versions vs recurrent-state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No overlap: SwitchTransformers config creation vs qwen3_omni_moe output-length helper." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat-template/tokenization, but one crashes on tool-call assistant messages and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and modules." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are unrelated model bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template issues, but one is a batched padding=False crash and the other is incorrect all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer _gpu_broadcast_one TypeError are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention integration crash on s_aux=None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and post_init reinitializing untied embeddings are separate model-loading issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position-id keys are unrelated model/runtime bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug do not share the same underlying cause." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and GraniteSpeech CI stale-device failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46431", + "issue:46566", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:46655", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "786fd1025be3021a50dd56732253ebc89473e229571055b9b4946c3a2016c9e0", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. Only the two Qwen3.5 MoE `from_pretrained` reports look like true duplicates; the rest are separate bugs in different code paths, models, or subsystems.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45920 is the broadest, clearest regression report here, affecting multiple tokenizers/models with a concrete v5 breakage and strong duplicate value.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest representative issue because it has the widest scope and the clearest cross-model tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different failures: missing chat template in a processor vs device placement bug with DiffusionGemma weights. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated code paths and symptoms: CPU offload device mismatch vs float16 AMP crash in a loss function." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, same `transformers>=5.4.0` `from_pretrained` failure. These look like the same underlying regression." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization failure are unrelated to a position-id key warning across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is a different bug from a trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus generation drift and the other is DeepSeek tokenizer corruption. Different underlying issues." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume/checkpoint iterator handling is unrelated to training not starting on FineWeb SLM." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocabulary merge collapse and category-count overflow are separate bugs with no shared concrete code path." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error handling vs missing import utility symbol are different import/runtime problems." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as over-padding in Swin2SR image preprocessing." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feat-length helper behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in an extractor and Gemma4 device-mismatch during forward are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast `NoneType` error and MacOS bus error on CLIP loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are different load-time issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both touch detection training, but one is missing auxiliary losses and the other is an infeasible cost matrix crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different model behaviors and code paths." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are distinct issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder mask initialization and trainer broadcast errors are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are separate multimodal issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype change in evaluation and undefined video-token helper variables are different bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBERT issue and torch.jit GeneratorExp export failure on ViT are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failure are not the same underlying problem." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizers, but one is a broad wrong-token-ID regression and the other is `return_tensors` being ignored with `text_kwargs`." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template/tool-call crash and Swin2SR video padding miscalculation are separate preprocessing bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available` breaking trust-remote-code models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue 45920 is indeed the broadest cross-model tokenizer regression, and the only clearly duplicate-looking pair in the soft edges is the Qwen3.5 MoE from_pretrained duplicate (45310/45478). The other verdicts stay conservative and are supported by the titles/body themes; no pair is overstated as the same bug when the evidence points to different code paths or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:37428|issue:42175", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44561|issue:44779", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "78c3e13a88ccb7bf84408c4edb3686e7446a1fb0ee92957c606060bad2298187", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the matches are mostly broad subsystem or model-family similarities only. I\u2019d keep all artifacts separate, with issue 43873 as the strongest standalone representative of a concrete, well-documented bug report.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative standalone issue here: it describes a concrete failure mode, has substantial discussion/references, and is broader than the model-specific regressions without being vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different models and different failures: Python 3.13 import/torch.jit parsing vs Qwen3.5 kernel registration error." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Unrelated problems: BART generate-time UnboundLocalError vs DeepSpeed+Adafactor OOM." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference issues, but one is flash-attention generation behavior and the other is multi-GPU CUDA OOM on a different model." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both involve vision data processing, but one is multi-image IterableDataset finetuning and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode related, but one is dtype drift in evaluation and the other is gradient checkpointing being disallowed in eval." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Completely different areas: flash-attention import failure vs backend dependency packaging." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different Trainer/DeepSpeed symptoms: NoneType broadcast error vs optimizer-related OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile internals, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory-related, but one is quantization/offloading behavior and the other is a model-specific multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path warning on trailing slash is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression vs divergence from remote DeepSeekV3 implementation; no shared bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer distributed broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one changes generated output and the other is device-dependent serialization of lm_head weights." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is a different bug from Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "API removal breaking trust_remote_code models is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are vision-related, but one is a macOS bus error with a community CLIP model and the other is a docs example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention AttributeError on sink-less models is a different code path from Gemma4 PLE device mismatch with auto device mapping." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-device inference issues, but cudaErrorAssert on A800 is not the same as CUDA OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale num_return_sequences warning are different generate() issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures with no shared bug mechanism." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model loading breakage from base_model_prefix removal is unrelated to rope-validation JSON list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate UnboundLocalError and Llama Vision model loading regression are separate failures." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache mode." + } + ] + }, + "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": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:45372|issue:45588", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:45372|issue:45406", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:44464|issue:45584", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127" + ], + "prepared_review_unit_hash": "6f1f7fd383aaae5d963557794977be68a506aa5868694ce5cd9e367de4efff74", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37445, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a tight duplicate set; it\u2019s a heterogeneous mix of unrelated Transformers bugs and regressions, with only weak thematic overlap around tokenizers, multimodal models, and generation/attention issues. I would not merge any of the soft pairs.", + "confidence": 0.29, + "canonical_issue_reason": "Issue #44462 is the most broadly user-facing and representative of the cluster\u2019s recurring tokenizer/loading theme, with inbound references and a clear reproducible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44462 is the best single issue to anchor the cluster because it is concrete, widely understandable, and sits near the most general subsystem represented here (tokenizer/model loading).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: one is a feature-extractor argument crash, the other is a video-input regression in Qwen VL models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void-segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "One is about Smollm3 RoPE layer selection; the other is a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import dependency failure is not the same as a Flash Attention crash on sink-less models." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and FastSpeech2Conformer tokenizer loading are distinct tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and leftover dummy PT classes are unrelated maintenance issues." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export for Gemma3n and Flash Attention sink handling are different failures." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures do not share the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/generation, but one is a NaN correctness bug and the other is a performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and a CLIP bus error on macOS are different issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale warning in paged generation are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor import dependency failure and missing _tokenizer in serve are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning and gradient checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization are separate problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory release are not the same underlying problem." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "An ImportError for ReasoningEffort is not the same as protobuf error masking in tokenizer exceptions." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings do not share a code path." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR model cleanup/memory release and Sam3-LiteText memory overflow are different memory problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer issues but not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel load OOM and int4 quantization reserved-memory regression are different OOM causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing failures." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are separate generation bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL class import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different training/runtime issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box-error messaging 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": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46821" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:46121|issue:46399", + "issue:45588|issue:46821", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525" + ], + "prepared_review_unit_hash": "55c99a8496d4177b39e1360d12976ce6ac8f8e5b65dd9135932ffc61f0c285d7", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34832, + "estimated_input_tokens": 8708, + "estimated_eval_tokens": 17672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only the two Flash Attention 2 reports look like the same underlying topic. All other pairs appear to be different bugs/features in different model families or subsystems.", + "confidence": 0.46, + "canonical_issue_reason": "issue:46640 is the clearest current Flash Attention 2 report: it is open, directly names the subsystem, and is the best representative of the only plausible duplicate pair in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the best single issue to represent the flash-attention duplicate pair; the rest of the cluster is too mixed to serve as a meaningful canonical bug tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config vs. weight-shape mismatch on Qwen3-VL loading." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Both mention bad outputs/memory issues, but they are different models and symptoms; no clear shared code path." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "One is an AMP/CUDA loss crash, the other is a flash-attention sinkless-model AttributeError." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated problems: DeepSpeed/Adafactor OOM versus Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "No overlap beyond general training/runtime issues; optimizer OOM and embedding reinit are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and different failures: label reduction bug versus tokenizer crash on NER/padding." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a missing config attribute and the other is a sliding-window behavior bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": true, + "reason": "Both are generic Flash Attention 2 issue reports with the same subsystem and no evidence of distinct code paths; they look like the same underlying tracker." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: rope-validation input typing versus a Qwen3.5 kernel registration failure." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention AttributeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Checkpointing in eval mode and quantization offloading are separate behaviors with different failure points." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is batching/padding in apply_chat_template and the other is wrong video position IDs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom initialization breakage and a specific patchtsmixer post_init restriction are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Completely different models and errors: CLIP hidden states regression versus Qwen rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and a categorical-cardinality runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different APIs and symptoms: recurrent-state reset in modular Qwen3.5 versus Whisper batch_decode token skipping." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sample-rate defaulting and the other is an unsupported feature-extractor argument." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 cache/recurrent-state behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend install issue versus a missing import_utils helper; no shared bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths and failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask handling are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST mixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and v5 docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing attributes; not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is largely heterogeneous, and the only accepted soft pair (Flash Attention 2 / Flash Attention 2.0) is at least plausibly the same subsystem. The false pair verdicts are generally conservative and align with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43761|issue:44188", + "issue:42617|issue:43575", + "issue:46829|issue:46932", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291" + ], + "prepared_review_unit_hash": "dc047309a29c704ee35cabd99ed7d93b7b51e99dafd49272c7c92bafb835e152", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers issues; the proposed soft edges are topical similarities rather than true duplicates, so they should all be rejected. The broadest and most connected report is the quantization/offloading regression, which is the best representative of the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the broadest, most connected report here (highest discussion/inbound refs) and best represents the cluster\u2019s overall offloading/quantization theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable stand-in because it is an active, high-engagement bug report with the broadest subsystem scope among these mostly unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different models and different bugs: Qwen2.5-VL rope/position-id scaling vs Swin2SR image padding behavior." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Broad offloading/quantization regression vs Gemma-3 EOS token config mismatch; not the same code-path." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding; unrelated subsystems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque IndexError; unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/load bugs, but they affect different APIs and models and do not appear to share one underlying defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; different loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Similar multimodal config area, but one is a Gemma3TextConfig API discrepancy and the other is unwrapping text_config for Qwen 3.5/3.6; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure vs bare except in FuyuBatchFeature tensor conversion; unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure vs unrecognized model config.json error; different issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping labels in last batch; different training utilities." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen3-family issues: one is a loading shape mismatch, the other a save_pretrained checkpoint regression." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel regression, the other is generic ModelOutput key assignment behavior; not the same underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Vision model hidden_states regression vs attention-kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM on Qwen2-57B; different problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field bug vs Gemma4 quantized embedder dtype casting; unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load vs key error loading MobileLLM-125M; different load failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support issue for XLMRoberta vs Trainer NoneType broadcast error; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug vs missing PyTorch import error; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Quantized model save failure vs wrong custom module loaded after save_pretrained; both involve serialization but not the same defect." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question vs missing transformers.onnx module import; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor/tokenizer regression with images vs pipeline translation error-message regression; different user-facing bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Gemma-3 eos_token_id config inconsistency; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 EOS config mismatch vs Whisper empty-transcription generation failure; different edge cases." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs kernels dependency/version validation failure in pipelines; 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": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:45803|issue:46170", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:43650|issue:46202", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43388|issue:43688", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "1e3fbc22c21534bd4830a3a00ab6af8add2d68cb61ac83e3a1c9aac99854358b", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35316, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is a mix of unrelated model-specific regressions, config/load-save issues, cache/generation bugs, and environment/import problems. I would keep the cluster split and, if forced to pick an umbrella issue, use the broad Transformers v5 regression item.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: it describes a general Transformers 5.0.0 breakage affecting custom model initialization, which best represents the cluster\u2019s common migration/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most reusable representative for this cluster because it is the highest-level, cross-cutting regression; the other issues are narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache behavior, but one is inconsistent outputs with compiled forward and the other is spurious recompilation from lazy cache init; different bugs and fixes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "These are separate Transformers v5 regressions: one changes patchtsmixer post_init handling, the other concerns non-persistent buffers being filled with junk." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: Gemma3TextConfig API mismatch versus Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: Gemma3TextConfig API discrepancy versus TimesFM window_size raising AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/regression bugs, but one is broad custom initialization breakage while the other is a specific rotary_pct persistence/reload issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model round-tripping, but they affect different models and different failure modes, so they are not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but gguf_file handling and missing model_type in config.json are distinct code paths." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure on uninstalling datasets are unrelated problems." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are different models and different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is a weight-tying bug and the other is a FlashAttention support/runtime issue; not the same fix." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but they involve different models and different loss computations; too broad to merge." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-related, but one is a local-path collision in trust_remote_code and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor size mismatch versus Sam3LiteText memory overflow are different bugs with different root causes." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A tensor conversion exception-handling bug and a Windows ROCm import/dependency issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal processing, but video input validation and batched chat-template padding failure are separate code paths." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same Sam3 area, but dummy Conv2d in the pixel decoder is not the same problem as a Sam3Video CUDA OOM." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "These are unrelated: a placeholder data issue versus a Gemma pipeline tokenization/roundtrip failure." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils symbol are separate import/backend issues." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx migration and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading/saving regressions, but one is a legacy-field preset issue and the other is choosing the wrong custom module after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and removed Sam3LiteText auto_mapping references are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: janus test failure versus Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab and Gemma 4 mm_token_type_ids defaulting are separate model-configuration bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Not the same concrete bug: one explicitly says NemotronHForCausalLM lacks FA2 support, while the other is a broad Flash Attention 2 issue with no confirmed shared code path." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Gather-for-metrics label truncation and auxiliary-loss normalization are different training 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": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:44855|issue:45588", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245" + ], + "prepared_review_unit_hash": "d65b83663d9fc20ad72b5daa58652d1d00003c1b150f8a82d1aa943ab4cdca5a", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; the set is a loose collection of unrelated issues across pipelines, configs, cache handling, generation, and model-specific regressions.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45632 is the most concrete, narrowly-scoped framework bug in the set, with a clear cache-path collision repro and an obvious code-path to fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the strongest representative issue: specific, reproducible, and actionable, without being overly model-specific or vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different code paths: pipeline processor lookup vs a SAM3 vision encoder attribute error; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "One is a missing config attribute (`pad_token_id`), the other is a `sliding_window` issue in Qwen3-MoE; unrelated failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/state persistence, but one is a v5 buffer-initialization regression and the other is `rotary_pct` not surviving reload; distinct bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure vs multimodal model loading failure; not the same underlying problem." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize vs import warning on trailing-slash local paths; different behaviors and fixes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs missing `_tokenizer` on `Gemma4Processor`; unrelated serve bugs." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python import/parsing failure in DebertaV2 vs flash-attention `s_aux=None` handling; different subsystems and causes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models/components and have different concrete failure modes." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; unrelated model-specific bugs." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality overflow vs device-tensor slice arithmetic in static cache; not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading; not clearly the same code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs incorrect outputs from AutoModel/pipeline usage; one is documentation drift, the other is runtime inference behavior." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama config validation for `head_dim` vs Swin2SR image over-padding; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache in v5 and the other is lazy cache init causing recompilation; too different to merge." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "`decoder_attention_mask` initialization bug in BART generation vs output-embedding reinit on resize; different modules and symptoms." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription crash; unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on model load vs tied-weights warning incorrectly linking tensors; different Qwen issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss vs double-shift training-loss bug; both are loss-related but not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs `rotary_pct` not persisting on reload; both serialization-ish but distinct issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline output nesting change vs Flash Attention 2 support issue for XLMRoberta; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction bug vs Python 3.13 import parsing error; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from `image_utils` vs Qwen3.5 chat crash; different problems." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "`post_init` policy issue in patchtsmixer vs strict-config rejection for granite_speech; not the same underlying bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for `num_return_sequences` vs Whisper crash on empty transcription; different generation bugs." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input vs memory overflow in sam3-litetext; not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "`torch.compile`/SDPA crash in Bamba-9B-v2 vs local dataset loading failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs category-count overflow; completely different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44792", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47013" + ], + "soft_pairs": [ + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:45290|issue:46752", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600" + ], + "prepared_review_unit_hash": "52ecb01d227acc36aa247b7c607acab539bef4afb1f801befbca9708f07aafb6", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bug reports across different models, processors, and code paths. None of the soft pairs are strong enough to merge as duplicates, so I\u2019d keep them separate and use the most broadly representative active issue as the canonical anchor.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the most active and broadly relevant report here, with the highest inbound references and discussion, and it captures a clear user-facing multimodal bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, currently open, and has the strongest evidence of being a central tracker for a real bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/video-adjacent behavior, but they describe different failures in different subsystems: video-input regression vs KV-cache continuation indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other about processor/model input-size mismatch for OmDet-Turbo; these are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and local dataset loading in an example script are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Both are runtime crashes, but they come from different code paths and models: flash_attention sink handling vs xLSTM return_last_states unpacking." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "These are different model-loading/test failures for different models; no clear shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are unrelated to a local dataset loading failure in an image-classification script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory issues in SAM3-family models, but they affect different model variants and are not clearly the same code-path problem." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video preprocessing, but the titles point to different bugs: incorrect position ids vs incorrect padding calculation." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Model collapse after LoRA merge and incorrect visual encoder keys on save_pretrained are different failures in different workflows." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation output inconsistency and a stale warning for num_return_sequences are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating related Gemma4 weights are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the titles describe different affected families and one is tied to a specific fix gap; not enough to treat as one bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale CI device-override test failure and a broken auto_mappings reference are unrelated CI problems." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and serve-time KV-cache continuation crash are separate failures." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is about tool-call assistant messages and the other is an empty-list IndexError; different edge cases." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation are unrelated model-specific bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal/chat-template behavior, but one is assistant mask generation and the other is video position ids for Qwen VL." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT Fast labels reduction and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation and a bare-except swallowing errors in Fuyu batch conversion are unrelated implementation issues." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting and Bart generate() decoder_attention_mask UnboundLocalError are different bugs in different parts of generation." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository/loader behaviors." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and undefined tf backend due to tensorboard-only install are unrelated environment/setup issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked_prefill and the other is a device-tensor seq-length issue in static cache arithmetic." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two different model-loading failures for different checkpoints; no evidence they share the same root cause." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model_type in config.json are separate config-loading problems." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import and unsafe sys.modules access are not the same bug, even if both touch import-time code." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and broken Sam3LiteText auto-mapping references 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": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:46082|issue:46121", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "c884700ff578b33233a17fdb87ea9a50d36778eea182646e539639a1f940d7d6", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the soft-edge pairs mostly share only broad subsystem keywords, not the same concrete bug. No pair is safe to merge as duplicates on the available evidence.", + "confidence": 0.12, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is open, has multiple inbound references, and describes a concrete reproducible bug with multimodal assistant masks.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it is active, well-discussed, and narrowly describes a specific failure mode that could be actioned directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/cache-related in name only; one is a trust_remote_code cache-path collision, the other is a missing utility export. Different bug and fix." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about TensorFlow not being included in the torch extra, the other is a generic dependency issue. Not the same underlying problem." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and embedding reinitialization after resize are unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is unrelated to a model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizer/multimodal behavior, but one is a BPE-marker tokenizer bug and the other is assistant mask generation in apply_chat_template." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportErrors, but they concern different symbols and different modules; no shared fix is evident." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType is unrelated to token embedding resizing/post-init reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a different bug from incorrect checkpoint saving in Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; same symptom class, but not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list conversion are separate configuration-validation issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A buffer/position_ids read error is not the same as CPU/CUDA output divergence." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline looking for image processors is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is a max_cache_length policy bug for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text and a _torch_extract_fbank_features bug are clearly unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedders dtype casting are different failures and fixes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are separate model/API bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a model-loading failure for a specific repo are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A helper returning unexpected feature lengths is not the same as CPU/CUDA numerical divergence." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug do not share a concrete code-path failure." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision dependency are different load-time issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and model config recognition are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are in flex_attention, but one is a compiled flex_attention failure on torch >=2.9 and the other is a version-check/import bug for AuxRequest; not enough to merge." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failures in Ministral are different underlying problems." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and AutoModelForCausalLM.from_config unwrapping text_config are distinct model-loading/configuration issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and a dependency issue are too broad and do not point to the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed janus image generation test is unrelated to cache max length semantics." + } + ] + }, + "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": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:47000" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:46082|issue:46512", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:43650|issue:46209" + ], + "prepared_review_unit_hash": "eb6f8c4d9fbb45fcfc8e83044aa205a1448f3a0953f5d8c2135f81fb27cb088c", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35236, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the items span unrelated tokenizer, config, pipeline, documentation, and regression bugs. Only the HybridCache import failure looks plausibly like a duplicate of the broader post-upgrade import-breakage report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the closest umbrella here: a broad post-upgrade import-regression report that can absorb specific missing-export complaints such as HybridCache. The other issues are mostly narrower or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue for this cluster because it is the broadest and most reusable duplicate target; the rest are either different subsystems or model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention, but the reported failures differ: one is a Ministral-3 model-specific RC regression, the other is an AttributeError on sink-less models in flash_attention.py." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated bugs: one is a notebook syntax error, the other is a tokenizer AddedToken keyword-argument error." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different symbols/modules and don\u2019t read like the same underlying breakage." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: multimodal chat-template masks vs a long-context FA2 performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Only loosely both dependency-related; one is a package dependency issue, the other is a torch compatibility problem." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different model families and different config fields/initialization bugs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: embedding resize propagation for t5gemma vs Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Pipeline batching logic bug vs model memory overflow; no shared underlying defect." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case crashes, but in different pipelines and with different failure modes (top-k bounds vs empty list handling)." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is an incorrect save_pretrained checkpoint layout; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Different dependency concerns: a general transformers dependency issue vs an unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a processor.tokenizer/image-input API break and the other is Deepseek tokenization corruption." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they are unrelated documentation problems with different APIs and symptoms." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Clearly unrelated: a Ministral tokenizer BPE-marker bug vs a vague non-technical issue asking for data." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs a Qwen3.5 kernel registration error." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "No meaningful overlap: SGD optimizer arguments vs a tied-embeddings warning in Qwen fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: dtype propagation in Blip2 loading vs incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": true, + "reason": "This looks like the same post-upgrade import/export regression: 44351 is a specific missing import (HybridCache), while 45278 is the broader report of many import errors after upgrading." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs an unreleased dependency version bump; not the same defect." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different failures in different areas: video-classification processor selection vs remote_code breakage in recent versions." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "These are not duplicates: one is a config constructor validation issue, the other is stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same general Qwen3.5 area, but different operations and symptoms: loading failure vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different tokenization code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Related only at a high level (weights/embeddings), but one is serialization tied-weight inconsistency and the other is resize_token_embeddings not propagating in gemma4." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Completely different bugs: gradient checkpointing in eval mode vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying issue." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Non-comparable issues: a placeholder/misfiled report vs an FP8 inference failure on B200." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster summary matches the packet: most pairs are clearly different bugs, and the single accepted pair (44351 \u2194 45278) is a plausible broad-import-regression duplicate. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:33290|issue:45656", + "issue:43479|issue:43525", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44016|issue:45823" + ], + "prepared_review_unit_hash": "df2d934519a6978d5183188e2d1293754a9e845a2f902311c130de8ddb8f1775", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these are mostly unrelated Transformers v5 regression reports across loading, tokenizers, configs, attention, and docs. None of the soft edges look like true duplicates, so I would not merge any pair.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate target stands out; the items span distinct bug classes and model families, so collapsing the cluster would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative anchor: it is a concrete, user-facing v5 model import/load failure with notable discussion and inbound references, making it the clearest core regression among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: router-load balancing loss omission vs Gemma 4 multimodal text-only token IDs defaulting." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and failures: video pipeline processor lookup vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and root causes (Qwen3VL MoE loading vs GLM-4.7 test loading)." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the init_empty_weights TypeError during model loading." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different concrete failures: flash_attention sinkless-model AttributeError vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation failure is unrelated to the missing TensorFlow/backend dependency issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but one is Adafactor OOM and the other is a double-step bug; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig None-default initialization and Llama4Config missing pad_token_id are distinct config bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; completely different code paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output issue in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized-model offload loading failure are different problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to the ReasoningEffort import error in gemma processor loading." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and Chinese text-filter slowdown are unrelated bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is not the same as variable-length position_ids regression." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "These touch GLM/MoE areas but the failures differ: missing rms_norm_eps precision issue vs torch.split return-value handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow not installed in the torch extra and Python 3.9+/3.10+ compatibility are separate packaging/runtime issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings references and leftover dummy_pt_objects classes are different maintenance failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to Gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer output regression are different model-specific issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache issue and CLIPVisionModel hidden_states regression affect different APIs and code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id absence and glm-4v-9b loading failure are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue and ESM2 breakage are unrelated model/support regressions." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure is unrelated to Python version support drift." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device_map forward mismatch are different classes of failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:42886", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132" + ], + "prepared_review_unit_hash": "37c246e9e1cb496c165f367a3c61820279887f527053c5e18a769136722dd9ac", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely text-similar; they span unrelated models, subsystems, and failure modes, so none of the soft edges looks like a true duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No pair is a strong duplicate, so if one issue must represent the set, 45561 is the best stand-in because it is open, discussion-rich, and describes a concrete reproducible infrastructure bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45561 is the most actionable standalone issue in the set: it is open, has the most active discussion, and presents a clear bug report with cross-references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a Ministral FlashAttention crash are different code paths and different symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 and missing TensorFlow backend handling are unrelated bugs." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a different issue from trust_remote_code returning incomplete AutoConfig objects." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support and Qwen3.5 chat crashes do not share the same underlying failure." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal-color output in loading_report and a wrong docstring are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different Qwen models and different logic (video rope indexing vs variable-length chat inputs)." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM and AutoProcessor backend-missing errors are different processor failures." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels package import/version requirements and a missing decorator in Qwen3.5 kernel registration are separate problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "A missing MoE load-balancing loss and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "A Qwen3 Omni MoE feature helper bug is not the same as Qwen3.5 position_ids handling." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A NameError on importing sentence-transformers and a TensorFlow backend installation error are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config class mismatch and gemma-4 Zero3 from_pretrained failure are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure share no concrete code path." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty chat-template list IndexError are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states misassignment are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention s_aux=None handling and Qwen3.5 variable-length position_ids do not share the same failure mode." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss omission and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer backend after language switches and inconsistent from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and gemma-4 Zero3 loading are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading regressions, but they target different models and different version-compatibility failures." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss omission are different model-specific training bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes 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": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "98589978ce3482963cdef4de299489dc1607040bbfc7ca8c54290dd7f228c3fc", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous collection of Transformers issues; the apparent similarities are usually just shared subsystems (Qwen, video, configs, deepspeed, processors) rather than the same underlying bug. I would not merge any soft-edge pair.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44479 is the broadest, most representative concrete regression here: a video-input failure spanning several Qwen multimodal variants, which matches the cluster's strongest recurring theme better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best single issue to keep as the representative because it is specific enough to be actionable yet broad enough to cover the main video/Qwen regression pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different models, different failure modes, and different code paths (torch.compile+SDPA vs CPU/CUDA output divergence)." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and embedding-resize propagation are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated dependencies." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but they concern different exported objects and likely different packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline is not the same bug as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed loading, but one is about Qwen3 MOE weight conversion and the other is a ZeRO3 deque/indexing crash." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and fbank feature extraction are different audio/vision pipeline problems." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the affected models and specific bugs differ; not the same underlying fix." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model loading/config resolution issue versus unsafe module lookup in modeling_utils." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "A sys.modules access bug is unrelated to the xdist captured file race." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict handling and the other is text_config unwrapping in from_config; different fixes." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Similar video domain, but different models and different root causes; too broad to treat as one bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance regression report." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize behavior and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both concern Qwen3.5 internals, but CPU-offload incompatibility and missing decorator registration are distinct defects." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 runtime failure and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute loss and SAM3-lite text memory overflow are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to token embedding resize propagation." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a specific image processor and a ZeRO3/BertModel index error do not share the same code-path bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts router-loss handling and AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and unrecognized image processor due to backend absence are different processor lifecycle issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one is a load-blocking config compatibility issue and the other is a silently dropped field; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Florence2 training-loss double-shift are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading in v5.0 and CPU/CUDA divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model failing and protobuf-error handling masking tokenizer errors are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123" + ], + "prepared_review_unit_hash": "274d063cb0a321deee09ebd4d5a08e4832c1feb7d180cb33881f4a66bd3a0805", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36609, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are largely cross-cutting but unrelated regressions across tokenizers, vision, generation, caching, and runtime backends. None look like the same underlying bug, so all soft edges should be rejected. The most representative issue is the cache/torch.compile regression in issue:46858.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46858 is the most concrete, self-contained bug report here: it pinpoints a specific cache.get_seq_length()/static-cache/torch.compile failure mode on non-CUDA backends.", + "canonical_pr_reason": null, + "best_issue_reason": "It has the clearest code path, precise reproduction context, and narrow scope, making it the best representative issue among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Different subsystems and failures: BART generation mask bug vs MLflow job-status reporting." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different models and symptoms: DETR cardinality error vs Qwen3.5 variable-length position_ids issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different preprocessing/training bugs in different model families; not the same code path." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a Qwen3-Next tied-weights warning, the other a patchtsmixer post_init policy issue; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency failure; no shared underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is a generic FA2 topic, not the same concrete failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup vs MaskGenerationPipeline partial-batch handling; different behaviors and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs ESM2 breakage; unrelated tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in Qwen3.5 LoRA fine-tuning vs flash-attention generation failure; not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU CUDA OOM; completely different failures." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma4 ZeRO3 from_pretrained loading vs deepspeed optimizer stepping twice; different stages of training/runtime." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d implementation detail in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder attribute error vs Qwen3OmniMoe video input ValueError; unrelated model paths." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows ROCm distributed import problem; not the same bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Both mention runtime/backends, but one is an import/dependency issue and the other is an RT-DETR forward shape/type error." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression after version upgrade; different symptoms and causes." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "LoRA tie-word-embeddings warning vs stale num_return_sequences warning in paged generate(); unrelated warnings." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 embedding-tying warning; different model-loading problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip token issue; no shared failure path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-forward stale indexer cache vs Gemma4 mm_token_type_ids defaulting; unrelated bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection vs Gemma tokenizer roundtrip issue; different layers of the stack." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of another prior issue is too vague and does not match the Gemma roundtrip failure shown here." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile, but one is attention-kernel divergence and the other lazy cache init causing recompilation; different underlying bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs flash_attention.py crash on sink-less models; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int limitation in MoE vs missing chat template in processor; no overlap in code path." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling vs cache.get_seq_length static-cache arithmetic; different components." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs performance regression after upgrade; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder Conv2d placeholder vs MaskGenerationPipeline batching bug; different subsystems and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:42994|issue:43482", + "issue:44964|issue:45137", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:39692|issue:46726", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:46877|issue:47000", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "6578ed8b07adc85da6c351549113086d85e35b6c1abddb27fb89bb132ff4220d", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues. The pairs share broad themes like loading/config regressions, but they do not look like true duplicates or the same concrete code-path failure.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the clearest representative of the cluster\u2019s general theme: a core v5 config/loading regression with missing fields, described more generally than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best global anchor because it is a broad, central loading/config bug rather than a narrow model-specific symptom, so it best fits the cluster\u2019s apparent common thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained metadata/output, but one is tokenizer_class mismatch and the other is processor files missing; different artifacts and code paths." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "One reports bad outputs from AutoModel/pipeline on SigLIP2; the other is a missing-vision-backend error from AutoProcessor. Different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-related slowdown vs DeepSpeed double optimizer step; unrelated symptoms and no shared concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filtering slowdown are separate issues with no common code-path failure." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash vs XLMRobertaTokenizer/Unigram constructor type error; different components and failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig field-loss under trust_remote_code is a config-loading bug; ESM2 broken is a model-specific regression with a different path." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and optimizer step being called twice are unrelated subsystems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is a config mismatch; AttentionInterface.register behavior change is a separate API behavior issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 missing attribute and AutoConfig missing fields are both field/access problems, but they hit different model/config paths and are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing config field dropped by @strict and the other is a broader from_pretrained failure; not enough evidence of one underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 encoder attribute error and TimesFM window_size AttributeError affect different model families and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations with different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal and DeepSpeed ZeRO3 deque error are unrelated runtime failures." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is a low-level kernel bug; Qwen3.5 variable-length position_ids is a model input-handling bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different startup failures." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and missing torchvision backend error are separate issues; one is documentation/example quality, the other is backend availability." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are different generation regressions." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both touch AutoProcessor/vision, but one is a confusing backend-missing crash while the other is an unrecognized image processor report; different concrete failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are separate import-surface issues with different symbols." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes field overlap in model family, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first is an unspecified bug report; the second is a specific gemma-4 Zero3 loading issue. No evidence they are duplicates." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "auto_docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated issues." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 position_ids failure is a runtime behavior bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input error text and doc-lint output at import time are unrelated concerns." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are both tokenization-adjacent, but they affect different pipelines and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are different features with no shared code-path evidence." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are distinct configuration/save issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different tokenizer regressions." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated 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": 26, + "review_unit_index": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:45137|issue:47000", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43504|issue:45561", + "issue:43976|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "a660b9252e4ef81cfdc60e1d61bdb3f93be60e8ba48638340c57ec1e21a049d2", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reported in 42673 and again in 43704.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42673 is the better canonical because it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest representative: same bug as 43704, earlier filing, and more evidence/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes and code paths: quantization/offloading behavior vs pipeline-parallel output corruption." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated import-time NameError in sentence-transformers vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a missing _tokenizer attribute in Gemma4Processor and the other is a tokenizer roundtrip issue." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports for different symbols; these are separate compatibility regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output mismatch is not the same bug as a multimodal infinite loop on a specific image." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and likely unrelated breakages." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP crash in a loss function is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MOE-related, but they target different model variants, versions, and failure modes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure is not the same as DiffusionGemma pipeline output/object handling." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing Qwen2.5-VL import are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MOE vs Qwen3.5 from_pretrained error; different concrete bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained bug are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency installation issue is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and pytest-xdist file race are different subsystems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a test race in patched utilities; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field handling in BeitForSemanticSegmentation is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility problem is not the same as an import path typo/error." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version pinning and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and Adafactor OOM are distinct issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang is not the same as output embedding reinitialization after resize." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend and leftover dummy classes in dummy_pt_objects are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization and classifier output field mix-up are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 from_pretrained error." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal attention mask construction and final partial-batch bookkeeping are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The canonical choice for 42673 over 43704 is supported by identical titles plus earlier creation and more discussion activity. The soft-edge verdicts are generally conservative and stay within what the packet shows; only the identical Qwen3ForCausalLM VRAM-leak pair is accepted, which is appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46693", + "issue:46909" + ], + "soft_pairs": [ + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:44734|issue:45103", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "0902d443821efab2f4240c7184e22c5d7cf8a999aafcdcebd32ee5fedf1db115", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37111, + "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 very heterogeneous: most pairs are only loosely similar by subsystem (tokenization, docs, save_pretrained, multimodal, training) but do not describe the same underlying bug or change. I rejected all soft edges and selected the most generic tokenizer-regression issue as the best representative available.", + "confidence": 0.52, + "canonical_issue_reason": "issue:42898 is the broadest and most generic title in the set, centered on a v5 tokenizer behavior regression that overlaps with several other tokenizer-related reports more than any other item.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the closest thing to a cluster anchor: it captures a general, user-facing tokenizer regression and is more representative than the narrower model-, docs-, or training-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a multi-dataloader VRAM leak and the other is an FA2 long-context regression; different code paths and fixes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated bugs: Phi4MultimodalConfig default handling versus Whisper timestamp decode crashing on a trailing replacement character." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean-up-space behavior and the other is wrong Granite token IDs; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is an AutoTokenizer loading issue and the other is missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are separate documentation issues, not the same change." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different broken docs examples for different models and failure modes; they are not the same example or fix." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are unrelated implementation bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported failures differ substantially: clean-up spacing versus DeepSeek token output corruption." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Separate import failures from different packages and missing symbols; no shared code path." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow logging and a Llama 3.2 model-loading regression are different problems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both mention v5 tokenizer/processor regressions, but one is about clean-up spacing while the other is about processor.tokenizer access and image passing." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "A server KV-cache indexing crash and an auto-docstring AttributeError are entirely different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal model-loading issues, but they affect different models and different failure points; too broad to merge." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions in v5, but different models and distinct codec/regex warning behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting after failure and CustomTrainer's compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch at runtime." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version pin bump and leftover dummy class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts, different tasks, and different failure modes; no shared underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD argument handling is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer config metadata; separate code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A model output regression and an AttentionInterface.register behavior change are not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and distinct bugs: BPE marker handling versus tokenizer loading in v5." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "The categories-limit runtime error is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is a FP8 MoE serialization bug and the other is missing processor files; different artifacts and fixes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "A tied-weights warning bug and a missing _tp_plan for tensor parallelism are separate model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "An FP8 accuracy regression and missing processor save files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and DeepSpeed double optimizer steps are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output differences across versions do not match the behavior-change bug in AttentionInterface.register." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Different tokenizer regressions in different model families; not a single duplicate bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality overflow and attention registration 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": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932" + ], + "soft_pairs": [ + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "88746c3c16cd93f34b2d0a3a3744f802f808262f67c8b03d7d52292211c5d146", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35911, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial similarities rather than true duplicates; none look safe to merge. The closest themes are serialization/save_pretrained regressions, tokenizer/config issues, and generation/cache bugs, but each pair points to a different concrete code path or model family.", + "confidence": 0.74, + "canonical_issue_reason": "No single true duplicate cluster emerges from these issues; if one issue must anchor the set, #43644 is the strongest standalone core regression report with broad impact and a clear library-level failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the best representative issue overall: it is a high-impact, clearly described Transformers regression affecting core model state handling, and it is more central than the more model-specific or discussion-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both involve initialization bugs, but one is Phi4MultimodalConfig default handling and the other is non-persistent buffer corruption; different components and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Unrelated bugs: a GLM DSA indexer architecture discussion vs. numerical differences in Minimax MSA attention." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Both are regressions, but one is about AttentionInterface.register behavior and the other is a model-specific accuracy drop after upgrade." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Similar import-error shape, but different symbols, packages, and root causes (`transformers` AutoImageProcessor vs `huggingface_hub` is_offline_mode)." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch for `position_ids` is not the same bug as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen3.5 serialization/loading, but one is `save_pretrained` metadata and the other is a `from_pretrained` load error; not the same concrete defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is generic type checking in v5.4.0 while the other is LlamaConfig head_dim validation." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Completely different subsystems: phonemizer backend state vs Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is an FP8 MoE save bug; the other is a question about `max_shard_size` defaults in `save_pretrained`." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes and FP8 inference failures are unrelated bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading problem in a training script is unrelated to LlamaConfig validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both involve generation/cache internals, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is cache length handling for quantized cache only." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different issues: a GLM-MoE DSA indexer split bug vs. InternVL2 remote-code checkpoint incompatibility with meta initialization." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A buffer read/access error for `position_ids` is not the same as missing files in `processor.save_pretrained`." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Both are loading/inference complaints, but they concern different models and different symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A GLM-MoE indexer bug and a docstring issue for `position_ids` are not the same underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video encoder attribute mismatch vs. MoonshineStreaming sliding-window off-by-one are distinct bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing-related, but one is an attention mask off-by-one and the other is padding calculation in SmolVLM." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A model memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Even though both mention the DSA indexer, one is about `torch.split` return values and the other is about a missing ReLU discussion; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model save/load and quantization, but one is dequantized Ministrals/Devstrals saving and the other is sinq round-trip corruption; too different to merge safely." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE `from_pretrained` errors are distinct problems." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5 / multimodal checkpoints, but one is meta-init incompatibility and the other is incorrect visual-encoder keys after save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue with Transformers is unrelated to a `SequenceFeatureExtractor.pad` performance regression." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing `transformers.onnx` module and XLMRoberta Flash Attention 2 support are unrelated import/model issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is a `/v1/chat/completions` request handling regression, the other a processor missing `_tokenizer`; different service layers and root causes." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:44188|issue:44373", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "b621954e46bb4f19ff286e0d56b1980b69d95c8b4a0e62e3419111f17fe7e2bb", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad themes like tokenization, import/loading failures, or model-specific regressions. The soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve positional/window indexing, but they are different models and code paths (Qwen2.5-VL video positions vs MoonshineStreaming mask logic)." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention classification/training instability, but one is flash_attention_3 degenerate training and the other is NaNs at init/checkout; different failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy regression versus a Qwen3-VL-Moe bug on Transformers 5.0." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports/dependency paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same sam3 family, but one is a model-type warning and the other is missing text encoder weights; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both relate to model initialization/config handling, but the concrete bugs differ: missing rms_norm_eps vs remote-code meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different issues: non-persistent buffer corruption in v5 versus a sliding-window off-by-one bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated model-specific regressions: FP8 accuracy issue versus an infinite-loop image bug in Qwen3_5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No shared underlying bug; one is a missing module import, the other is tokenizer spacing after added tokens." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior issues, but one is offset_mapping and the other is add_special_tokens/BOS-EOS handling for a different tokenizer." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading bug versus wrong tokenizer decoder type; different root causes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-breakage report, but it is not clearly the same specific missing is_offline_mode import bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms and subsystems: Flash Attention 2 on XLMRoberta versus Sentence Transformers loading hang." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve sam3, but one is a wrong-model warning and the other is memory overflow in a different model variant." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization, but one is BPE marker handling for Ministral and the other is a version-regression in tokenization behavior." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position_ids bug versus a broken documentation example; no shared code-path." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallel output corruption are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime problems, but one is a hang and the other is a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class mismatch in tokenizer_config are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility is unrelated to pipeline parallelism output issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and failure causes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI and a NameError importing sentence-transformers are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: RoPE layer dropping versus tied-weight warning behavior." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "General import errors after upgrade do not make this the same as one specific missing AutoImageProcessor export." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is wrong offset_mapping and the other is failing to load a specific checkpoint." + } + ] + }, + "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": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46172", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328" + ], + "prepared_review_unit_hash": "0c8eed60729abeec556a23462d90a88f5054fb3a0dc31df558db1cdcac5c103c", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35538, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and looks mostly noisy: the proposed soft edges span unrelated bugs, models, and code paths, so none should be merged as duplicates. There are no PRs in the cluster. The closest thing to an anchor is a broad tokenizer-regression report, but it still does not unify the rest of the items.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report in the set and appears in the most tokenizer-related soft links, so it is the best cluster anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most general and centrally connected issue here, but only as a loose thematic anchor rather than a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 backend-setting discussion vs a GLM-MoE split-return bug; unrelated symptoms and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5; different models and failures." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs CI break from removed Sam3LiteText config references; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and from_pretrained assumptions vs AutoProcessor kwargs not forwarded; related area, but different concrete failures." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 tensor transpose/casting issue vs Minimax attention numerical drift; different models and root causes." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer vs zero assistant_masks in multimodal chat templates; both tokenizer-adjacent but distinct bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 degenerate training; different components and failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding vs chat template crashing on tool-call messages; unrelated code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker vs missing fpn_position_embeddings attribute; same family, different concrete defects." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a general v4/v5 tokenizer regression and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer regression vs continue_final_message handling for mistral_common tokenizers; different APIs and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated model/runtime behavior." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models vs gguf_file breaking from_pretrained loads; different serialization/loading bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs reading position_ids after buffer registration; distinct code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 MoE from_pretrained error; same model family, but different operations and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs FP8 save_pretrained for MoE; both model-related but not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset bug vs Wav2Vec2 phonemizer stale-language backend; different tokenization subsystems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing HybridCache export; both import errors, but for different symbols and causes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated training/inference issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "General tokenizer regression vs Deepseek-specific incorrect tokenization in v5; similar topic, different concrete model bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Import error from huggingface_hub vs import error from transformers; same surface symptom, unrelated missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example output issue; different subsystems and failures." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch between train/eval vs incorrect output under pipeline parallelism; separate parallelism-related bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import vs unclear layoutlmv3 error message; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "pip extra missing TensorFlow backend vs Python 3.14 import/load failure; not the same problem." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop; different models and behaviors." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel branching bug vs inefficient feature-extractor padding; 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": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "0d498227708a488408bb35e90545d8507c23ff0f449d4e5eea3d7153aa8c5dc5", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5 regression reports and unrelated model-specific bugs. The soft-similarity pairs mostly share broad subsystem keywords but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set, covering multiple import breakages after the 4.57.0 -> 5.5.0 upgrade; it is the best high-level representative of the cluster, though not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 most clearly represents the dominant theme of version-upgrade breakages and import/regression fallout, making it the most useful cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter-name mismatch, the other is import-time lint output; different bugs and different code paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 is unrelated to a stale phonemizer backend state bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation are separate GLM-5 issues affecting different logic." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes; not mergeable as one bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base model prefix loading regression is unrelated to NaNs in classification heads during init." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a flex_attention version check are distinct compatibility bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 inference is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.x MoE models, but the reported errors are different: one is a model bug, the other is a from_pretrained loading error." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to a documentation typo about a training parameter." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output is unrelated to SigLIP2 numerical discrepancy." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE/serialization, but one is save_pretrained key corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation into text config is a configuration plumbing bug, not the same as NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper-function length calculation in qwen3_omni_moe is unrelated to a PyTorch version guard in flex_attention." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both concern AutoProcessor, but one is missing-backend error handling and the other is repeated 429 retry behavior; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration changes are unrelated to a missing image-patch-count method in GLM46V." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() failing after train are separate training issues." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Missing CLIPOutput attentions and incorrect hidden_states assignment in VideoPrism are different output-field bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A broken example script and an error message about translation pipelines are not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight propagation and AutoProcessor kwargs forwarding are unrelated loading bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty-list chat template handling are different runtime errors." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is not the same as MSA attention numerical differences." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints is unrelated to attention numeric divergence." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs are unrelated to the flex_attention import/version check 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": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42222|issue:43441", + "issue:42222|issue:47000", + "issue:43937|issue:45563", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178" + ], + "prepared_review_unit_hash": "c0c77468905f00906c251b9977fc08ac43a86eea1fbb0700fda1c5888e57bc04", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Broad, noisy cluster of mostly unrelated Transformers issues spanning tokenizers, model loading, generation, vision/video processors, and testing utilities. The similarity is mostly topical/lexical; I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 33453 is the best anchor: it is the most generic tokenizer-regression report, with substantial discussion and wording broad enough to represent the closest tokenizer-related subset in this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the strongest representative issue because it is broad, clearly user-facing, and more umbrella-like than the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is about tokenizer loading regression and the other about wrong offset mappings for Qwen3; different concrete bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing are unrelated code paths and failures." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and repeated 429 retries in AutoProcessor are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model/backend issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose breakage and RTDetrLoss infeasible-cost-matrix crash are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but invalid GenerationConfig and a stale warning for num_return_sequences are different defects." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM use and a video-processor padding bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list chat-template IndexError are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "These are separate dependency/version-check issues touching different packages and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type checking are both v5 regressions, but not the same code-path." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 SDPA/FlashAttention scaling and Gemma4 bidirectional masking are different implementation bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs after checkout+init are different weight/init problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: offset mapping vs incorrect tokenization results." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug and missing-torchvision crash are both video-related, but not the same underlying issue." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config/dtype/type interactions, but one is type checking breakage and the other is stale dtype metadata after from_config." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training under flash_attention_3 and incorrect Qwen3.5 checkpoint serialization are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "trust_remote_code cache-path collision and repeated HTTP 429 retries are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and _patch_mistral_regex backend_tokenizer crash are different tokenizer internals." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker mismatch warning and a MobileLLM loading key error are different model-loading issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different subsystems; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5-35B chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage and BACKENDS_MAPPING tensorflow_text validation 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": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:42371|issue:46617", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:44484|issue:45478", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43874|issue:44261", + "issue:44360|issue:46172", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "e1731252953d100efec6e68ca429877bfb00a6585e51fd105af28a5e506080a7", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of closed Transformer issues with several loose 5.x regression themes (imports/API changes, tokenizer behavior, FlashAttention, and model-specific loading errors), but no pair looks like the same exact underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it is the broadest and most central-looking 5.x regression report, focused on import/API breakage after upgrade, which matches the largest apparent theme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single issue for triage because its scope is broad and it best captures the repeated upgrade/import-regression pattern seen across several nearby issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "One is a config-loading compatibility bug; the other is a documentation/parameter-name mismatch for training. Different problems." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping behavior and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration guidance and MLA layernorm epsilon precision are different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized model_type/config loading failure are distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different numerical bugs; no clear same root cause." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import is not the same as a broader post-upgrade import breakage cluster." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Using SGD args incorrectly and optimizer.step() being called twice with deepspeed are different optimizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API changes and cache-loading FileNotFoundError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() are unrelated failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss behavior are different models and different defects." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue and a RoPE implementation issue do not match." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different regression types." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation and repeated 429 retries in AutoProcessor.from_pretrained are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a specific streaming inference failure; not enough to treat as the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-loading failures." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking breakage are separate API regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking changes and TensorBoard-only TF backend errors are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern FlashAttention 2, but they are different models with different support/compatibility issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different concrete bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Default shard size in save_pretrained is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bf16 compile and a Blip2 dtype propagation issue are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and different tensor-shape/math issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch counting and missing RMS norm epsilon are separate multimodal/model config problems." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 transpose/dtype issue are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight loading mismatch and Qwen3-VL-Moe from_pretrained failure are different loading 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": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "c121dcb069db898cf4db2256c3d0bb7fb574f394a4e9a13a5283faba04c6e712", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35930, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: import/export breakages, model-specific architecture bugs, generation/cache issues, offline/loading behavior, and test/utilities noise. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. If forced to pick a representative issue, the loading/network-related one is the closest fit, but the set is not a coherent duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43502 is the closest thing to a shared theme because it concerns loading-time network behavior, but even that only loosely matches a small subset of the list; the cluster is not cohesive enough to have a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43502 is the most broadly representative concrete bug among these issues, but only in a loose thematic sense; it is not a good global duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Both are compatibility/loading failures, but one is about a removed config export and the other about gguf/AutoTokenizer loading; different code paths and failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils issue are different bugs in different files." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but one is offline-cache loading and the other is repeated 429 retries via HF_ENDPOINT; not the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A missing rms_norm_eps precision issue is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in SAM3-litetext are different model-specific failures." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path or symptom." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None assumption bug and a specific model loading failure are both loader-adjacent, but not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings removal and a flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is cache handling during chunked_prefill and the other is MaskGenerationPipeline batch bookkeeping." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-patch method and the other is torch.split return handling; different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is a native-vs-remote implementation divergence and the other is a specific tensor dtype/transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "A missing projection in qwen3next and a config field silently dropped by strict parsing are different problems." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video processor loading is unrelated to mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they reference different missing symbols from different dependencies; not the same issue." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings removal and sinq save/load quantization breakage are distinct behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but the reported failures are different and not one concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application with model_init are separate training integration bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and a Florence2 training-loss shift bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to the max_shard_size question." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics; not the same bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but for different exports and different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a test and a noisy logging message are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal and offloading with quantization are different features with different failures." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 precision warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are not the same code path." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek-V4 tensor operation bug and an accuracy regression in DeepSeek-R1-Distill-Llama are different issues." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unwanted API requests with local_files_only and a missing embed_tokens.weight in UMT5Encoder are unrelated 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": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "437a8bc75ac7b69161dce6d25f8cf1be33b27527221cbdece17f371d62ab5350", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similar pairs mostly share only broad themes like imports, saving/loading, attention, or warnings, but they do not describe the same concrete bug or fix. I would not merge any of the soft pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44704 is the cleanest representative: a concrete, self-contained API regression in AutoProcessor/from_pretrained with a specific failing code path. The rest of the cluster is a mix of unrelated import, model, backend, and warning issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the best standalone issue to anchor triage because it has a precise symptom and an actionable reproduction path, unlike several broader or environment-dependent reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: one is a train/eval lifecycle bug, the other is an import conflict with datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated surfaces: cached_file kwargs forwarding vs docstring parsing under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both touch performance/runtime behavior, but one is GPT-2 attention scaling and the other is cache lazy-init recompilation; different bugs." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a tensorflow_text backend mapping error." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization failure for Minstrals/Devstrals is unrelated to a Qwen image infinite-loop bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision-warning on compile is not the same as a Bamba SDPA torch.compile crash." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy classes leaking into dir(); right is noisy logging. No shared underlying bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging and saving pipeline objects are unrelated issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "One is a PyTorch bfloat16 compile warning; the other is a tie_word_embeddings warning from Qwen LoRA fine-tuning." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are different models and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python version compatibility are different problems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is unsupported FlashAttention for a model and the other is GPT-2 scaling logic being ignored." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction issue is too vague to equate with the tokenizer decoder-type regression; no clear same code path." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor transpose bug are unrelated model-specific issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling config ignored is different from AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained errors are different directions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size has nothing to do with Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config loss and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols and subsystems; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend dependency packaging for torch installs is unrelated to a datasets-triggered Trainer import conflict." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling being ignored." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to a bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched Qwen2.5-VL apply_chat_template padding crash are different APIs and bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment is not the same as GPT-2 SDPA/FlashAttention config ignoring attention scaling." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and local_files_only making network requests 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": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44393", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:44938|issue:45071" + ], + "prepared_review_unit_hash": "b564694718181ad1f588531a223d76c963180122f21c30404f18c3014e6c7cf2", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only overlap at a broad subsystem level. The CLIP reports are closely related, but there is not enough code-path evidence in the packet to confirm they are duplicates, so they should remain separate similar bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43761 is the clearest CLIP regression report because it states a concrete broken behavior (`hidden_states=None` despite `output_hidden_states=True`) and is the more explicit, regression-framed report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best anchor for the cluster because it is the most specific and regression-focused CLIP issue, making it the most informative representative among the related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Same broad topic of RoPE, but different models and different failure modes; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different domains: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP output-regression reports, but the packet only shows titles and no shared code-path evidence; that is not enough to confirm a duplicate." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both touch Gemma4, but one is token-embedding resizing and the other is attention-mask construction." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but the concrete causes and model families differ." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving and the other is Pipeline serialization." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different issues entirely: Qwen3.5 config propagation vs importing Trainer depending on `datasets`." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same family name, but one is a Qwen3-VL-Moe loading bug and the other is fp8 inference support." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat APIs, but one is request acceptance for `/v1/chat/completions` and the other is `apply_chat_template` crashing on tool-call messages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated failures: Flash Attention support for Nemotron vs GLM-5 generation config validation." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute errors in different model families (`Gemma3Config` vs `Sam3VisionEncoderOutput`)." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Different runtime behaviors: compiled Python file errors vs auto-docstring printing diagnostics at import time." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different regressions: `base_model_prefix` loading vs pipeline `save_pretrained` serialization." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to pipeline object saving." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both concern Python-version compatibility, but they are distinct breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/saving related, but the specific failure modes differ (state_dict ordering vs incorrect saved checkpoint content)." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model/config bugs: Gemma4 attention masking vs LlamaConfig head-dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-field issues in different models (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different configuration propagation bugs in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generation mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state on FSDP/PEFT ranks is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache `update()` no-grad decoration and broad import errors after version upgrade are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to Trainer import resolution." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length Qwen3.5 position-id handling." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to Qwen3.5 MoE from-pretrained errors." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different object-detection failures: Qwen3-VL 2D bbox output issues vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is grounded, but the one accepted soft-edge pair overstates the evidence. `issue:43618` and `issue:43761` are clearly related CLIP forward-output regressions, yet the packet only gives titles and no shared code-path evidence; that is not enough to conservatively call them the same bug. The safer reading is that they are similar issues in the same area, not confirmed duplicates. The other negative verdicts look conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46002", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:46002", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453" + ], + "prepared_review_unit_hash": "6353a38e9f115930323a201a6c7fd76b4652f02d8e22a29901d704fdc149ee0e", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36781, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested pairings look like false positives: they span unrelated model-loading, tokenizer, training, test-flake, serving, and compatibility issues. No single canonical issue or PR stands out from this cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue; the cluster is heterogeneous and the soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; the items are too unrelated for one issue to represent the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder mask bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 JIT parsing failure are different causes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading and Gemma pipeline roundtrip on \u2581 are separate bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing vocab_size in a config is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Loading with a sorted state_dict and missing Qwen vision config fields are different issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky tests and an xdist file race are distinct test failures." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache updates with no_grad is unrelated to broad v5 breakage reports." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs and tp-related OOM during model load are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * cleanup/perf work is different from intermittent import slowdown symptoms." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIP attentions and patchtsmixer post_init restrictions affect different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update autograd handling is unrelated to Python version compatibility." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Model loading from a sorted state_dict is not the same as saving wrong visual keys." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing embed_tokens.weight and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions missing and CLIPTextModel structure inconsistency are related only broadly, not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal load failures." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed setup issues and stale device-override CI failures are different test problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related flakiness does not match removed auto_mappings references breaking CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Ignoring local_files_only and AddedToken keyword collisions are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior and video num_frames semantics are different API changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve and remote-code cache FileNotFoundError are separate paths." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload compatibility across versions are not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and cache loading FileNotFoundError are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing GLM46V image-processor method and trust_remote_code cache lookup failure are different issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env CLI and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory growth and checkpoint reload compatibility are different problem types." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training and tokenizer loading regression do not share a 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": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "5f172f191a8bfec646c3d433c9f54e45417c9520ac9e31181a0b4cc7cabf72c0", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36643, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, import errors, docs issues, and model-specific bugs. The soft pairs mostly share broad themes only; none look like the same concrete fixable code-path problem, so I would not merge any of them.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43576 is the most representative concrete regression here: a user-facing v5 breakage in core CLI functionality with some discussion and inbound references, making it a better anchor than the many narrow model- or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single issue to represent the cluster because it is actionable, clearly reproducible, and broader than the highly model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained loading failure; different symptoms and likely different fixes." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely different problems: compiled Python file errors versus a slowdown in data filtering after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and do not point to the same underlying regression." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a loading hang for Sentence Transformers, the other is a documentation issue about forward arguments." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a missing config field being dropped; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline-download/API request behavior and FP8 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; cache/network behavior versus an unrelated issue titled 'racoon'." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration and generation after sync_gpus are different generation-path concerns, not one concrete duplicate." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation leftovers about pipeline removal are unrelated to the other issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/video processing, but one is frame-count semantics and the other is backend-missing processor handling; different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after training failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime generation UnboundLocalError is unrelated to documentation confusion about model.forward inputs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but they affect different models and have different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking failures are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is unrelated to a type-checking regression in PretrainedConfig." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken transformers env command are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init has nothing to do with the DSA indexer/ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation for model.forward is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "One is a broken CLI command, the other is a missing model class import; not the same code path." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No apparent relation between the two issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and the unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Top-level import failure for HybridCache and trust_remote_code cache FileNotFoundError are different load-path problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug versus pipeline documentation wording are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to the other issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision attribute error and cache loading FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is about kwargs propagation and the other about the attention interface; they are not the same concrete fix." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports/imports from transformers; no evidence they share the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different problems and could not be merged into one PR cleanly." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a typo in cache strategies are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B crash and a vague 'many models break' complaint are not the same underlying issue." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics 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": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "0223f65ad6f77360489a39aa30dab7e8c44b8e7edfb7f616ff8f2ffa57413e53", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39105, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The only plausible duplicate subcluster is around lazy loading/import behavior; the rest are model-specific regressions, version-upgrade breakages, or unrelated bugs. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44273 is the clearest root bug report in the only cohesive subcluster (lazy loading / import behavior) and is the best representative of that theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best overall representative because it states the underlying lazy-loading failure directly, while the nearby items are more like symptoms or adjacent import-performance complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different bug surfaces: lazy loading/import behavior vs TensorFlow backend installation/error handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific save_pretrained missing-files bug is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to the same lazy-loading/import path; unsafe sys.modules access is a concrete root-cause candidate for the lazy-loading failure." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated model bugs: DSA indexer behavior vs SmolVLM video num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen models, but one is a general inference bug and the other is tensor-parallelism metadata; not the same concrete issue." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked_prefill cache handling are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: Qwen3-VL output correctness vs PretrainedConfig type checking after v5." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same family, but different symptoms and likely different code paths: bbox output errors vs infinite-loop generation." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on one config is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Different config attribute bug vs broad version-regression complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading issues, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to broad model breakage in v5." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both complain about v5 breakage, but one is import errors after upgrade and the other is a broad frustration report; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker and Liger Kernel application in model_init are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/import cost and a missing module import error are not the same concrete bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe the same lazy-loading/import problem surface; one frames it as broken lazy loading, the other as import slowness." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed flakiness and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support error for Nemotron and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a specific bug, not the same as a generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding and scheduler kwargs handling are different subsystems and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-path cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version support and broad v5 breakage are not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and a missing Qwen3_5 module import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and tied-weights key handling are different bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env CLI breakage is unrelated to lazy-loading/import behavior." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 training degradation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and padding calculation in SmolVLM video processing are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior is unrelated to scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are clearly heterogeneous, and the lazy-loading/import cluster is the only plausible thematic grouping. The soft-edge calls are generally conservative, and there are no PR pair mergeability issues to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "2ad055a8576d4439e8ab7dc1478e3700d15c96ffcc31d5fee56b1b1f22362827", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39425, + "estimated_input_tokens": 9857, + "estimated_eval_tokens": 19970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated model, tokenizer, config, and tooling issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:29870 is the clearest standalone bug report here: it has a specific runtime exception, an affected generation path, and a concrete failure signature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29870 is the strongest issue to keep as a representative example because it is precise, reproducible, and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different failures in different model stacks: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Both involve audio-related modeling, but one is Gemma-4 positional encoding while the other is a CohereASR training-loss shift bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Unrelated problems: a broken CLI command vs an import failure for a specific model class." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save/pretrained-related code paths, but one is missing pipeline save artifacts and the other is a tied-weights AttributeError." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in Qwen3 are different changes and different bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different models and failure modes: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are separate model-specific issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating in DeepSeek-V4 is not the same code-path as the comb.to(dtype).transpose(...) bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to Qwen3VL timestamp handling." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a dataloader-thread VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3.5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained file omissions do not match Qwen3VL timestamp computation." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different bug than Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are separate issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure is unrelated to the Qwen3.5 model import problem." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3.5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but one is a broad regression report and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel FA2 support request is not the same as a general Flash Attention 2.0 feature issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has no relation to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling is unrelated to chat template crashes with tool-call assistant messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL support is unrelated to missing files on processor.save_pretrained." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2.0 support for GPT2 is a different model-specific request than NemotronH FA2 support." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "A generation-time UnboundLocalError is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on job failure is unrelated to from_pretrained performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward-argument documentation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 is not the same as a from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps typing and tokenizer regex warnings 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": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-507", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7047f85058c4671dac987589d17162c1f349ff7241b721d113b8432aec998220", + "component_budget": { + "node_count": 507, + "item_count": 507, + "soft_pair_count": 1861, + "serialized_chars": 966132, + "estimated_input_tokens": 241533, + "estimated_eval_tokens": 483322 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6640, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a mixed bag of unrelated bugs: model normalization, tokenizer warnings, config typing, quantization typos, loss kwargs plumbing, and RoFormer attention implementation. I don\u2019t see any true duplicate pair in the provided soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43240 is the strongest anchor because it has the most inbound references and relatively high discussion activity, making it the most central/impactful item in an otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 is the best representative issue only in the sense of cluster prominence; it is not a semantic duplicate of the others, but it is the most widely referenced and discussed item here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: Mask2former ignore_value handling vs. kwargs not reaching a loss function. Same general area (model loss behavior) but not the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value usage and tokenizer regex warning are different subsystems and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared code path: Mask2former loss masking vs. RoFormer attention implementation structure." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling in a model and a typo in a quantization attribute are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig norm_eps type hint and orig_conversion.quantization_operation typo are separate configuration/typo issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint on a config field." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm question for Llama4TextL2Norm is a model-architecture question, not a ModernBERT config typing bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERT norm_eps type hint are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "b5048bad701cd286ff7b5aa29998a1f2d3c39f90d745a4c9ab1952233cbce1d2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are distinct feature requests in different areas: truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word time offsets. No duplicate/near-duplicate issue cluster is supported here.", + "confidence": 0.97, + "canonical_issue_reason": "issue:10519 is the most concrete and clearly scoped request, with a specific behavioral change and clear expected API extension.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the best representative issue because it is the most specific and actionable of the three; the others are broader or target unrelated functionality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: token truncation strategy vs Wav2Vec2 word boundary offsets; no shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: truncation from the beginning vs learning-rate scheduler behavior; not the same code-path problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different topics: scheduler functionality vs audio model timing offsets; no plausible mergeable common fix." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "c0efdf31623ba8040d8ec6633ecfdbcdf220fe786f44b4fac1e9b8cd3a63c3d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three mostly unrelated issues. The only apparent overlap is between the two model-loading reports, but they describe different failure modes: private-model auth/error messaging vs. inability to load bert-base-uncased. The TAPAS tokenization issue is separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining reports, so it is the best representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the closest thing to a general model-loading problem in this set; 15980 is specifically about unauthenticated access to a private model, and 13244 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different domains entirely: TAPAS tokenization vs. model loading for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading models, but one is a private-model login/auth error and the other is a generic failure to load bert-base-uncased; 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": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "ba33120879587042a942e1593a34c85a68a1e5e636b6569bbeed452e90363f89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature-request issues in the same general area of model support, but they target different integrations: Flash Attention 2 vs GGUF. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths. Flash Attention 2 support for more architectures is not the same underlying change as GGUF support for more architectures." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "4b92817b073b675ba8d862b446c70fc01c30438e47eea009adf417d89e17fe01", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly template-driven false positives: the i18n translation-request issues are separate by language/request, not duplicates. The only clear duplicate-looking pair is the two identical Thai-title issues 46222 and 46226.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46222 is the best representative because it is the earlier and more-referenced copy of the only clear duplicate pair (46222/46226).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest cluster representative for the same reason: it anchors the one true duplicate pair, while the other issues are separate requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different issue instances; this is Turkish-specific, while 44370 is just a generic template-like translation request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different issue instances; Turkish translation request vs another generic/template translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different issue instances; Turkish translation request vs template-placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish), so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian), so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs generic/template translation issue; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic/template translation issue; not enough to call them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different topics: Romanian translation request vs unrelated Thai-language post." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "The titles are template-like, but there is no concrete evidence they are the same request; body text likely differs." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template text, but no evidence of the same concrete request; treat as separate issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai post; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title/body shape and one-day separation; this looks like a duplicate post of the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles and likely different content; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles and likely different content; not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative. The canonical choice of 46222 is supported by identical titles, identical body length, earlier timestamp, and inbound references, and the false negatives on the template-like i18n issues stay within the evidence available. Minor caveat: calling 46931 'unrelated' is a bit stronger than the packet alone proves, but not enough to invalidate the review." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "00ff0259f5b5b9d85298b0dfe96b3590c10b85749e529d2e5de5dcb56c26e72f", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose semantic cluster of model-addition requests across many unrelated architectures and modalities; there are no true duplicate pairs here.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43837 is the closest semantic hub in this loose cluster, but it is still only a representative model-request issue, not a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the most central and concrete request among the near-matches, so it is the best representative issue for the cluster even though the items are mostly distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model request; distinct models." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support; different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; unrelated architectures." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config vs XiaoMi MiMo; distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2; both vision-related but not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection vs LFM2.5 Audio; different domains." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs sparse-transformer request; unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; unrelated model families." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition vs Qwen3-ASR support; different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same code-path change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT; different models and subsystems." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; similar BERT wording only, but distinct models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse transformer request; different model families." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT models; different architecture additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support; unrelated model areas." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR; different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS; unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS; broad transformer overlap only, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; related theme but not duplicate." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE vs a person-name issue; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; different models." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo vs a personal-name issue; clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR; same model line but different capabilities and separate changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related but different models and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs sparse transformer; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-oriented, but different models and requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE request; different model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; same general domain, but not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different models and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; both vision-language related, but distinct model requests and code paths." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a personal-name issue; unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a personal-name issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "66d8b5494ad2607fea8f8ec93c0d3000a612f4a832da6b76333565d5df3c3f31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is a Vision RoPE refactor. The soft similarity is too weak to imply the same underlying problem.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must represent the cluster, #46443 is the better pick because it is the more concrete technical work item; #38740 is a separate documentation request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the more suitable issue to keep as the cluster representative only because it is a specific engineering refactor, whereas #38740 is unrelated documentation content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and problem domains: documentation for an optimization framework vs a Vision RoPE refactor. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "5e8143d398fea5dcb4341f64b1b44bf7e06b60706f9b8bfcf0b435e1878fd52c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated in subject and likely should not be clustered as duplicates: one is about block decoding, the other about DeepSeek v3.2 support.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles and implied scopes are different enough that neither issue can stand in for the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more specific, user-facing request and is easier to act on as a standalone feature/support item, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: these describe different problems in different parts of the product; there is no evidence they refer to 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": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "df1993bbc4421a6412371e05b0e31363546eda16d9e15ebc5931bc2d1f86a284", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature requests: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative issue for this cluster; 41826 is a separate TiledMLP feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different model components and different requested changes: FLCE flag handling in `from_pretrained()` versus adding TiledMLP. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "1c08089d6b8be823f7b75d255987a7e78fb5bdc73d73f83330de2fb435a01a01", + "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": "The two issues are thematically related around Trainer customizability, but they describe different problems: one asks to make `remove_unused_column` more customizable, while the other asks to handle FLOPS estimation for custom trainers. They are not the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43598 is the more concrete Trainer customizability request and better represents the shared theme of extending Trainer behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43598 is the clearest representative of the cluster\u2019s general Trainer customization concern, though the two issues are distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related to Trainer customization, but the requested changes are different: one concerns unused-column removal behavior, the other concerns FLOPS estimation for custom trainers. They would not plausibly be merged as one bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "764b06b40780431da927b90d6b638ea04ca951776d766cb4b6771c098246cbb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "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 feature requests about adding Qwen-family support to auto classes, but they target different model variants and different auto-model heads, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43684 is the broader request: it asks for registration in both AutoModel and AutoModelForConditionalGeneration, making it the better umbrella issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the strongest representative because it is more general and directly about auto-class registration, while #44405 is a narrower sequence-classification request for a different Qwen config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying bug/change: #43684 requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different auto-class paths." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "344116e2716dd85b63974fde710cb8d1d57e668d271bc0da17327be6a4737df7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely sparse and look like generic/possibly spam submissions; the only commonality is superficial title similarity, so none can be confidently merged as the same underlying problem. 43859 is the strongest representative because it has the only discussion activity.", + "confidence": 0.62, + "canonical_issue_reason": "43859 is the best cluster representative only because it has the only discussion activity; however, the issue text is still too thin to establish a concrete bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the most suitable issue to keep as the representative due to its slight extra signal (discussion activity) over the other near-empty issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Shared similarity is only superficial title overlap; there is no substantive body or target evidence showing the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only generic similarity is present, with no concrete description to confirm they refer to the same bug or change." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The items are too underspecified to prove a shared underlying problem; title similarity alone is not enough." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These have identical titles, but the available content is still too minimal to verify the same underlying issue rather than repeated noise." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "There is no concrete issue detail tying them to the same bug or request beyond a generic shared title theme." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The evidence does not go beyond weak title similarity, so a duplicate merge is not justified." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "1a9fc9c1e3d763a18f26acde9f72884ab2886c5efa6e2169fdd7f13f6f4ab7ab", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam or generic issue text. I did not find any pair that clearly describes the same concrete underlying bug or change, so I rejected all soft edges.", + "confidence": 0.23, + "canonical_issue_reason": "issue:44418 is the most issue-like and least obviously spammy title in the set, but the overall cluster is too thin to be confident.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best representative only because it resembles a real documentation request more than the other clearly spammy or promotional titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no concrete bug/change description; same text alone is not enough to treat them as the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no evidence of a shared code-path problem or actionable duplicate issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; these do not look like the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated on the face of it and not a duplicate bug/change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional 'Check out Google LLC' text; no shared underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and spam placeholder are not the same concrete problem or change request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion and spam placeholder do not describe the same actionable issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "These are identical spam-like titles, but they still do not identify a real bug/change to merge as a duplicate issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no evidence they refer to the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional message; unrelated and not a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional message; no concrete shared bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "54eddd3454fe9448553d3d6b5d23b57167927b67a2aacb0460e942c472bef294", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is most likely a duplicate pair of the same issue report: 45145 and 45151 have identical titles and very similar metadata, and 45145 is the earlier report, so it should represent the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45145 was created first and has the same title as 45151, making it the best canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest standalone issue because it is the earliest report in the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal and close body sizes make these look like the same underlying issue report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of issue 45145 is grounded (it was opened first and has the same title as 45151), but the summary overstates the evidence by claiming the bodies are \"highly similar\" when the packet only provides body lengths and a soft-similarity signal. The 0.99 confidence is also too strong for a non-deterministic duplicate call." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "46e8e248ab52cf4c52da572f04555351c0f753b9ffc15644a1430c55c1701afb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated: they are just different personal-name/date titles with no bodies, links, or shared evidence. This looks like accidental similarity rather than the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: both issues are empty and unrelated, so neither is a better representative of a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Rejected: the titles reference different people and dates, with no shared description or issue target indicating the same bug/report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "d797e2c437189fffdf6111903dedff0bd766ebdcb360b0a69a9b5e355f8f39d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed, empty issues with different name/date titles; they do not appear to describe the same underlying problem or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical choice because the titles refer to different people and dates rather than the same bug or request; if forced, #45764 is only marginally earlier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no body text, targets, or file references; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "38875bca2a34923ea1be1fd4b23d3432257d19b68f2b03c49731613559a9521a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model for value modeling, while the other asks for FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform feature request, but it is still unrelated to 45810 and should not be treated as a canonical duplicate target for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The titles and descriptions do not indicate 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "97fc9956d1e86cd4310596876bd247cba47e098d567659dac5ff85a2a3551040", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set appears to split into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is thematically related (financial data) but looks like a different request. The duplicate evidence is strong for the identical-title pairs, but the packet does not prove they are exact duplicates, so the conclusion should stay conservative.", + "confidence": 0.89, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster because it contains two separate likely-duplicate pairs plus one related-but-distinct issue. If a representative must be chosen, 45870 is the earliest clean exemplar of the first likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall representative because it is the earliest issue in one of the strongest duplicate pairs, has a clear self-contained title, and can stand in for that theme without overclaiming exact duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance/theme overlap, but 45869 is a dataset bundle offer while 45870 is a DataForge prediction example; not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad financial domain, but 45869 and 45871 are different concrete requests; too little evidence to treat as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body lengths make these highly likely duplicates of the same example issue, though the packet does not prove an exact match." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different titles and different request focus: financial prediction example versus financial time series plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request and wording; the shared finance theme is not enough to merge them." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These describe different example/service requests, so they do not look like the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Only loosely related by the DataForge/finance theme; not enough evidence of the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body lengths indicate these are highly likely duplicates of the same request, but not conclusively proven exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence. In the packet, 45870/45871 and 45872/45873 have identical titles and matching body lengths, but the actual bodies are not shown, and every pair is only labeled `soft_similarity` with `deterministic_accept: false`. Calling them \u201cexact duplicates\u201d is stronger than the packet supports. The conservative conclusion is that they are highly similar/likely duplicates, not confirmed exact duplicates. The split into two theme clusters is plausible, but the duplicate verdicts and best-issue rationale need to be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "7bfe8e4f0377566df5c704760a5e0c06a3cb3d20450a74d7879b6f60e63de1ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues appear related and both involve static-cache / linear-attention failures, but the packet does not establish that they share the same root cause. Issue 46439 is the broader report and the better cluster representative.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader code path (`early_initialization` and linear-attention cache corruption), making it a more general representative than the Qwen3.5-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best issue representative for the cluster because it is less model-specific and names the affected mechanism more directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The titles suggest a related static-cache/linear-attention problem, but with only soft similarity and no shared targets, filenames, or diff evidence, the packet does not justify treating them as the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. We only have the issue titles and a soft-similarity signal, so saying both issues 'point to the same underlying bug' overstates the evidence. A more conservative wording would be that they appear related and both involve static cache / linear-attention failures, but the packet does not establish they are the same root cause." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "20804bc289f18a61d6012ca10e599b5f2b615956592d7ae01bf89792861d32ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are effectively the same report: identical title, near-identical body, and the same Wav2Vec2CTCTokenizer v5 special-token leak behavior. The open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open copy of the same bug report, so it is the better place to keep active discussion and resolution tracking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate because it is open and describes the same concrete tokenizer regression as #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and essentially the same report of the Wav2Vec2CTCTokenizer v5 word-delimiter special-token leak; this is a straightforward duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the two issues have identical titles, identical body length, and the same reported bug, with one open and one closed. The duplicate verdict is conservative and appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "62e1d57f71eeb856faef51d64affc2e5f0ede2c32c80509516a4e9e3a7d560d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to pick a representative, #46657 is the more general training-error report, but the cluster does not justify a single canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the cleaner representative of a concrete runtime training failure, but it should not subsume #46692 because the symptoms and likely fixes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different problem classes: tensor shape mismatch vs memory exhaustion. The titles and descriptions point to separate bugs rather than the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "3c382bde6590f2f780eab645429ede1bd4cec39b81bae2270fb40b4ef941bb38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different failure modes in different code paths: one is a ZeRO-3/zero.Init partitioning problem causing OOM on load, the other is a 4-bit device_map/max_memory dispatch bug causing unexpected CPU placement and a ValueError. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: these are separate bugs with different triggers, symptoms, and affected loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the better representative only because it is more concrete about a specific loading failure, but it should not subsume 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 composite submodule partitioning vs 4-bit auto device mapping/max_memory dispatch. Shared high-level theme of model loading is too broad for duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-8", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47049", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46969|issue:46998", + "issue:47037|issue:47049", + "issue:46948|issue:47037", + "issue:46948|issue:47049" + ], + "prepared_review_unit_hash": "04ccd0256c6b6eba9226fb8a6c27f7dd752fc94c5005d9173421a1d5c69a1841", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13148, + "estimated_input_tokens": 3287, + "estimated_eval_tokens": 6830 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13148, + "estimated_input_tokens": 3287, + "estimated_eval_tokens": 6830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring daily \"[serge] integration failure triage\" issues for different dates, not duplicates of one another. They share a template and likely related subsystem, but each issue appears to track a distinct day's integration failures.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46906 is the earliest item in the series and has the strongest inbound reference count, making it the best representative anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the best overall issue candidate because it is earliest, most referenced, and clearly belongs to the recurring triage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage series/title, but different dates imply separate daily failure reports rather than one duplicated underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Recurring integration triage entries for different days; not the same concrete bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These appear to be distinct daily triage issues, not duplicate instances of one report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same template, but each issue corresponds to a different date and likely different failures." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage entry; similar wording alone is not enough to treat as the same issue." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different date-based triage issues; no evidence of the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These are separate daily failure-triage reports, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Same broad triage series, but distinct day-specific tracking issues." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Each issue tracks a different day's integration failures, so they should not be merged." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Not the same underlying bug; just repeated daily triage naming." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Distinct dated triage issues with no concrete evidence they describe the same failure." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily integration-failure triage entries." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different dates indicate different triage instances, not a duplicate issue." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but not the same concrete report." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Day-specific triage items; similar titles do not imply duplication." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "These are separate daily reports in the same series." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different daily triage issue, likely for a different integration run." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Not enough to unify; they are separate dated triage reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage pattern, but different date means different issue." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No evidence these refer to the same underlying failure; they are date-stamped triage entries." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Consecutive days in the same triage series, but still distinct issues." + }, + { + "left": "issue:46948", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage issues; title similarity is expected and not duplicate evidence." + }, + { + "left": "issue:46948", + "right": "issue:47049", + "accept": false, + "reason": "Separate daily integration triage reports, not one merged bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "26c193c201348d7a6841ac27f2c7da960da68ab972555d504297480e49bcc3bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues appear to be the same feature request: identical title, very high textual similarity, and no evidence of distinct scope. The open issue is the better canonical holder.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the open, more recent report and is the best place to track the remaining work.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the strongest representative because it is still open and likely the active discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same underlying request to add RWKV7 support; no signals of different scope or distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, the similarity score is high, and #46984 is the newer open issue. The soft-edge acceptance is conservative enough given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "cb6a498bc38dceb52cdd54782fb74a0ea7db20f51e4dbb1b8a8ee43a786e4498", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues discuss AI/LLM-based cybersecurity vulnerability discovery, but they read as separate high-level writeups/proposals rather than the same concrete bug or change. The overlap is thematic, not a clear duplicate target.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general title and better representative of the shared AI-vulnerability-discovery theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best single issue to anchor this cluster because its title most directly captures the core topic without narrowing it to a specific lessons-learned framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The two issues overlap in broad subject matter, but they do not describe the same underlying bug, feature, or actionable change. They appear to be separate conceptual discussions about AI-driven vulnerability discovery, so I would not merge them 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": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-38", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47003", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46926|pull_request:46928", + "pull_request:46970|pull_request:46971", + "pull_request:46927|pull_request:46986", + "pull_request:46941|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:46266|pull_request:46957", + "pull_request:47034|pull_request:47035", + "pull_request:47019|pull_request:47025", + "pull_request:46957|pull_request:46965", + "pull_request:46196|pull_request:46995", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", + "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", + "pull_request:46266|pull_request:47034", + "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:47019", + "pull_request:46836|pull_request:46965", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46995", + "pull_request:43451|pull_request:46266", + "pull_request:46961|pull_request:47035", + "pull_request:46266|pull_request:47003", + "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46965", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:44517", + "pull_request:45694|pull_request:47035", + "pull_request:46707|pull_request:47025", + "pull_request:46995|pull_request:47003" + ], + "prepared_review_unit_hash": "64bbf81d4d42fecc2d63ac86a7faa520f8038e1e1e8f01edca2189a68dfe1549", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 125, + "serialized_chars": 137698, + "estimated_input_tokens": 34425, + "estimated_eval_tokens": 69106 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + "serialized_chars": 104757, + "estimated_input_tokens": 26190, + "estimated_eval_tokens": 52636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most PRs are unrelated model additions, infra changes, docs tweaks, or isolated bug fixes. I don\u2019t see any soft-edge pair that clearly fixes the same concrete underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated features, bug fixes, tests, docs, and infrastructure changes.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a global best duplicate representative here because the cluster is not a single bug/change family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Both touch CohereASR loss handling, but they implement different fixes and 46903 also spans PPFormulaNet; not a clean one-bug duplicate." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 runtime/OOM fix vs PEFT loading change; same automation label, different code-path problems." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V input casting fix vs Mamba2 OOM/runtime fix; unrelated models and bugs." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 kernel/OOM issue vs Gemma3 generation-cache behavior; different subsystems and failures." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V dtype/casting fix vs PEFT mismatch-size loading fix; unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration loading fix vs Mamba2 test dtype change; different issues." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache-state fix vs Mamba2 test dtype change; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM46V input_ids casting vs Gemma3 cache defaults; different models and code paths." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "PEFT loading behavior vs Gemma3 generation-cache logic; unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 test-only dtype fix vs Gemma3 generation-cache bugfix; different concerns." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC RoPE/forward fix vs MusicGen Melody generation bug; different models and failure modes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV32 test offload tweak vs Gemma3 generation-cache fix; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV32 offload-folder test fix vs BLIP-2 tokenizer allowlist update; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs MiniMax-M3-VL test offload tweak; different issues." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL test-only offload fix vs BLIP-2 tokenizer list update; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen Melody generation bugfix vs Mamba2 test dtype change; different code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V input casting fix vs GLM-OCR architecture/module changes; same family name but different models and fixes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC runtime correctness fix vs GLM-OCR model changes; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL test offload fix vs DAC runtime bugfix; different problems." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer allowlist update vs DAC model fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs BLIP-2 tokenizer allowlist; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47006", + "accept": false, + "reason": "Tokenizer allowlist update vs Gemma3 cache/default behavior; unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC runtime fix vs Gemma3 generation-cache fix; different models and bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "EdgeTam kwarg cleanup vs DeepSeekV32 test offload adjustment; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "DeepSeekV32 test offload fix vs PEFT loading fix; different failure modes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam processor-kwarg cleanup vs DAC correctness fix; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "MiniMax-M3-VL test offload fix vs GLM46V input casting fix; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GLM-ASR pytest-v9 compatibility fix vs workflow normalization PR; unrelated concerns." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "GLM-ASR pytest compatibility vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "GLM-ASR pytest compatibility vs CohereASR training-loss fix; different models and bugs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix vs workflow normalization; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow cleanup vs MusicGen generate typo fix; different scopes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss bugfix vs MusicGen cache-length typo; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM-ASR pytest compatibility vs Mamba2 test dtype fix; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "CohereASR loss fix vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup vs MusicGen generate bugfix; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow normalization vs Mamba2 test dtype fix; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audioflamingo cache fix vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dinov2 conversion-mapping modernization vs finegrained FP8 decode optimization; different subsystems." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Neuron SFT experiment scaffolding vs torch-compile backend default for Neuron; related platform, but different changes." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "masking_utils causal-mask contract fix vs DiffusionGemma test skips; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Finegrained FP8 decode optimization vs DeepSeekV4 use_cache=False support; different features." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "wav2vec2 SDPA dispatch/docs and model changes vs MLU flash-linear-attention availability; not the same bug/change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47019", + "accept": false, + "reason": "Dinov2/Dino conversion-mapping changes vs masking_utils causal-mask guard; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR model addition vs workflow normalization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47019", + "accept": false, + "reason": "Molmo2 model addition vs masking_utils contract fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR model addition vs DeepSeekV4 cache support; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Finegrained FP8 optimization vs workflow normalization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46995", + "accept": false, + "reason": "Molmo2 model addition vs MLU flash-linear-attention availability; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition vs Dinov2 conversion-mapping modernization; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47035", + "accept": false, + "reason": "Workflow normalization vs Neuron torch-compile backend default; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47003", + "accept": false, + "reason": "Dinov2/Dino conversion-mapping work vs OpenVINO exporter addition; different infra/features." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Unlimited OCR model addition vs MLU flash-linear-attention availability; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Step-3.7-Flash model/build scripts vs DeepSeekV4 cache support; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Workflow normalization vs DeepSeekV4 use_cache=False support; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step-3.7-Flash model/build scripts vs workflow normalization; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "wav2vec2 SDPA dispatch/docs vs DiffusionGemma test skips; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 model addition vs Qwen3-TTS model addition; both are additions, but they target different models and code paths." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "TrainingArguments batch-size/split-batches fix vs Neuron torch-compile backend default; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47025", + "accept": false, + "reason": "Native FSDP2 module/migration vs DiffusionGemma test skips; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47003", + "accept": false, + "reason": "MLU flash-linear-attention availability vs OpenVINO exporter; different backend features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-38", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:47003", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:44517|pull_request:46836", + "pull_request:45694|pull_request:46707", + "pull_request:44517|pull_request:47003", + "pull_request:43451|pull_request:47025", + "pull_request:43451|pull_request:46957", + "pull_request:46196|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47034", + "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:45694", + "pull_request:43451|pull_request:46895", + "pull_request:45694|pull_request:47003", + "pull_request:46895|pull_request:47003", + "pull_request:45694|pull_request:46836", + "pull_request:46836|pull_request:46895", + "pull_request:46912|pull_request:47034", + "pull_request:43451|pull_request:46968", + "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:46958", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:46707|pull_request:47034", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47003", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:46196|pull_request:47003", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035", + "pull_request:46912|pull_request:47003", + "pull_request:46836|pull_request:47035", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "606bfa11eb5f335fa10f3c5a8170b5ab670dea2588f8738fafa3444413c8727d", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 125, + "serialized_chars": 137698, + "estimated_input_tokens": 34425, + "estimated_eval_tokens": 69106 + }, + "budget": { + "node_count": 29, + "item_count": 29, + "soft_pair_count": 53, + "serialized_chars": 84915, + "estimated_input_tokens": 21229, + "estimated_eval_tokens": 42714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity cluster of unrelated PRs (new model additions, doc/exporter changes, test fixes, and infra work). The only clear duplicate pair is the CohereASR training-loss double-shift fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical representative because it directly targets issue 46894 and fixes the concrete CohereASR double-shift loss bug; PR 46958 is the same fix with a different implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the best PR in this cluster because it is the only clearly duplicate-supported, issue-linked fix and cleanly represents the underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions (VibeVoice vs Unlimited OCR); not the same change or bug." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46707", + "accept": false, + "reason": "Trainer batch-size/split-batches fix vs FSDP2 infrastructure work; unrelated code paths." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47003", + "accept": false, + "reason": "Different features entirely: VibeVoice model support vs OpenVINO exporter." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Molmo2 model addition vs Diffusion Gemma test cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition vs RoPE behavior changes; not the same bug/change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "wav2vec2 SDPA support vs Serge branch-normalization workflow; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Model addition vs workflow automation; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47003", + "accept": false, + "reason": "Branch-normalization workflow vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47034", + "accept": false, + "reason": "Workflow automation vs Neuron SFT experiment; different changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test/model work vs workflow automation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7-Flash model support vs CohereASR loss fix; different models and bugs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 addition vs Trainer argument fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 addition vs CohereASR training-loss fix; unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "Trainer batch-size fix vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss bug vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46836", + "accept": false, + "reason": "Trainer split-batches fix vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Unlimited OCR addition vs CohereASR training-loss fix; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47034", + "accept": false, + "reason": "RoPE testing/model changes vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 addition vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolink cleanup vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same code path; the two PRs differ only in implementation details." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model area (Mamba2) but not the same concrete fix: one changes runtime behavior, the other only adjusts test loading." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and failures (Whisper/AudioFlamingo3 vs Mamba2); not the same bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Audio/Whisper cache fix vs PEFT integration load flag; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input handling vs audio/Whisper cache fix; different bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam forward-kwarg cleanup vs GLM46V input casting; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam kwarg cleanup vs audio/Whisper cache fix; unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models (glm_ocr vs gemma3) and different fixes; same failure label is not enough." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen Melody test fix vs Gemma3 generation fix; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen Melody test fix vs glm_ocr test fix; different models." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam model fix vs Gemma3 generation fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam fix vs MusicGen Melody test fix; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam fix vs glm_ocr test fix; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "FSDP2 migration vs Neuron SFT experiment; shared trainer touchpoints are too broad to be a duplicate." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model work vs Unlimited OCR model addition; different models." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model addition vs Molmo2 model addition; different models." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 addition vs Unlimited OCR addition; different model implementations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 addition vs Step-3.7-Flash model work; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7-Flash model work vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA support; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter vs Neuron SFT experiment; different subsystems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "OpenVINO exporter vs neuron compile-backend default; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE testing/model changes vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47035", + "accept": false, + "reason": "Unlimited OCR model addition vs neuron compile-backend default; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition vs RoPE test/model work; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "f7f55dcc45764d3421bb76208e0fa867cd523b38267efa8186eb58af0e973cc3", + "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 in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different APIs, different codepaths, and different filenames. One adds TimesFM forecasting with external covariates; the other adds DINOv3 image classification support. They are not mergeable as one PR and do not fix the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "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": "c5434fb687388fd7da550574196eabc4e9ab426884dd96ca2bfa2aa7170d731a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34790, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34790, + "estimated_input_tokens": 8698, + "estimated_eval_tokens": 17652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate pair stands out: the two `fixed_cross_entropy` PRs (43251 and 43254) address the same underlying kwargs-forwarding bug. The rest are either unrelated changes or only share a broad subsystem/test area.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the cross-entropy bug: it explicitly targets issue 43240 and contains the broader fix for forwarding supported `cross_entropy` kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative in this set because it directly fixes the concrete `fixed_cross_entropy` kwargs bug and is issue-linked; the alternative PR is a smaller variant of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different targets: Mistral tokenizer API additions vs adding MobileLLM model files; no shared code-path bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions and an Executorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs a new model addition; only broad project overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are different concrete changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test vs Mistral4 tests; not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A dynamic-shapes export test and a new model import are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code vs config resolution order fix; no shared underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different model implementations/refactors in unrelated files; not one mergeable fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output refactor and model-creation skill docs/templates are not the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 tests are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` spelling normalization across CLIP-like models are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs chat parsing updates do not fix the same issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "A model test PR and a config-resolution fix are different concrete problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model tests vs a model-creation skill PR; no common bug or code-path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation and model-creation skill scaffolding are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs-forwarding issue in `loss_utils.py`; one is a fuller version of the same concrete patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only accepted soft-edge pair, 43251/43254, is well supported by the packet: both target the same `src/transformers/loss/loss_utils.py` bug and share issue 43240. The other pairs are reasonably rejected as unrelated feature/model/test changes rather than the same mergeable bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "ea5d1701d94423b40b9c0bcfda4d5a1b962ee6e661bbc3df752f35bd3cace206", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are GitHub Actions maintenance upgrades, but they address different action ecosystems and different upgrade goals: one is for Node 24 compatibility of core workflow actions, the other updates Docker/build-related actions to newer versions.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because its scope and title are clearer, and it covers the broader set of workflow-action upgrades tied to the Node 24 compatibility theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it is the more comprehensive and better-scoped GitHub Actions upgrade PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying change sets: 42975 upgrades general workflow actions for Node 24 compatibility, while 42976 updates docker/build-push and a few related actions. They touch the same broad area but not the same concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "dd75b8171197a3f7d71f4a7f5a4d27ddcb818cc98ec859e613dd20f37eeedf9c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13042, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13042, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3.7) that only overlap on shared docs/auto-registry plumbing. The similarity is superficial and they do not look like duplicate fixes or mergeable into one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If a PR must be chosen as the cluster representative, #46562 is the strongest candidate because it is the most developed/high-activity model addition, but it is still unrelated to the other PRs at the code-change level.", + "best_issue_reason": null, + "best_pr_reason": "#46562 is the best representative of the set by completeness and review activity, but the cluster is not a duplicate group; the other PRs are distinct model implementations rather than alternate fixes for the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and different implementations; overlap is only in shared model-registration/docs infrastructure, not the same underlying bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions with different files and code paths; shared auto/docs edits are too generic to justify duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations; they touch common framework files but do not fix or add the same concrete feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3.7 are separate model PRs with different model families and support code; similarity is limited to generic registry/documentation updates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "0a1d0ef91233c043ad8700c1aeb0b15b2a287bb854fde8840fd6a5406078899d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous test/CI/model-fix PRs that do not look like duplicates. The only clear duplicate-like pair is the two YOLOS PRs, which both target the same device_map-related YOLOS device mismatch on the same file and issue.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46886 is the cleanest canonical representative if one must pick from this cluster: it has the precise YOLOS device_map auto title and an explicit issue target (46869), making it the most specific identifier for the shared bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone fix for the YOLOS problem because it contains the concrete forward-pass device placement correction and the matching _no_split_modules adjustment, directly addressing the runtime mismatch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are vague test-only PRs with different models and no shared bug path; they do not look mergeable as one fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup is unrelated to the FP8/dequant loader and kernel changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes and generation/watermarking/CI validation changes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to YOLOS device placement fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy test edits for CLIP/ViT are unrelated to Phimoe CI/environment changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and different failure modes; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These target unrelated test files versus generation config/runtime validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Vague model test edits are not the same concrete YOLOS runtime bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequant fixes are unrelated to Phimoe CI memory/device test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 quantization/loading versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No overlap in model, failure mode, or code path; one is FP8/dequant, the other YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/watermarking validation and Phimoe CI runner setup are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These are different model/runtime areas with no shared concrete bug." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory patching for Phimoe integration is unrelated to YOLOS device splitting/device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch on the same file and issue target, and their changes are complementary parts of one concrete fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are clearly unrelated test/CI/runtime changes, and the only plausible duplicate-like pair is the YOLOS pair on the same file and issue target. The soft-edge rejections are conservative and do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "a496e0d95eb9e4232469ebf455d310d8cd289b7023ba1d2098308f68de33dd4d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items look like unrelated '[don't merge]' test PRs. They share superficial CI/testing similarity, but they change different code paths and files, so none should be treated as duplicates of the others.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most representative artifact in the cluster because it has the broadest CI/workflow diff and the most discussion activity, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best single representative for the cluster: it is the most informative multi-file change, while 43488 is mainly setup/version/test noise and 46747 is a narrow workflow-trigger tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Reject: these touch different areas entirely \u2014 setup/dependency/versioning and a Vit test versus a PR security-gate workflow change. The shared 'test PR' context is not enough to make them the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the only overlap is a shared Vit test filename, but the diffs are about different subsystems (packaging/dependencies versus workflows/testing utilities). They do not look like the same bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Reject: both are CI/workflow themed, but they modify different workflow files and different code paths. They would not plausibly be merged as one PR fixing the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "9fd3a34473d6496c0523875e2db280385974de53cd51b4a832ef64780fda5cb0", + "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 distinct PRs adding different new pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share documentation and registry scaffolding, but the model integrations, tests, and pipeline files target different functionality, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, 43613 is the broader PR, with more model integrations and tests; however, it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the stronger standalone representative because it covers a wider set of backends and has more supporting tests, while still being clearly separate from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature work: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share infrastructure files, but they do not fix the same code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "bb5e3d37add84cb441f9ecb8dcb0305504dd8df826ffedc08afd5008a41aa8de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests both touch `trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs modify different code paths and solve unrelated trainer behaviors.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more self-contained functional change, but it is not a duplicate of 43663; 43663 is a separate refactor around column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different behaviors and code paths in `trainer.py`: loss scaling during training step vs. signature-column selection for dataset filtering. Shared file 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "a52dbfa028036a432fc38b3abcf5aef26975f617d479499112d630ed76aba511", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch the same CLI file and the same general area of type-annotation handling, but they address different failure modes and are not clearly the same fix.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader, issue-linked CLI NameError fix and makes the main annotation/runtime typing cleanup in serve.py.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the more direct and substantive fix for the CLI import/type-annotation problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related but not the same concrete bug fix: 43656 adds postponed annotations and broader typing cleanup, while 43842 narrowly gates TypeAdapter for missing-pydantic cases. They could both land separately in the same file, but they do not look like duplicates or one mergeable PR for the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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", + 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"summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors rather than one duplicate change. The clearest duplicate lines are the GPT-J/CodeGen group and the GPT-Neo pair; the rest are broadly similar but not mergeable as the same fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest canonical representative of the actual duplicate subcluster because it is the most complete GPT-J/CodeGen output-tracing consolidation and has the clearest explicit issue linkage; the other PRs are mostly distinct per-model migrations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall representative of the cluster because it captures the most concrete duplicate line of work and is the most explicit, consolidated version of that shared refactor; the remaining PRs are largely separate model-by-model changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; only the generic output-tracing pattern matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model code paths; same refactor theme is not enough to merge." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same concrete code path and are plausibly one mergeable change line." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet versus EfficientNet; same decorator migration pattern, different implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is unrelated to the GPT-J/CodeGen code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different concrete model changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate refactors, not one underlying bugfix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same modeling_gpt_neo.py/test area and look like the same mergeable change line." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific patches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model-specific output-tracing refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and different concrete output-handling code." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT2 and ResNet are unrelated beyond the generic output-tracing pattern." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors, not one mergeable patch." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT2 and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT2 and GPT-J are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; 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In particular, the rejected pair pull_request:44018 vs pull_request:44068 is mislabeled in the rationale and both PRs are GPT-Neo output-tracing refactors on the same file/test area, so they do look mergeable as the same bugfix line. Because the verdict set contains this clear mismatch, I can\u2019t accept the analyst result as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "cc86bfc84bb73bc25b2508791417b6e0221efd303ca767d2a97b46c7f186276f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are separate model-specific PRs in the same broad standardized-output-tracing migration, but none look like duplicates of the same concrete change path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly refactors output tracing to the standardized capture/decorator pattern and shows concrete integration in a model file.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best single representative because its title and diff most directly describe the shared refactor theme, even though the rest are distinct model migrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and code paths (FocalNet vs ImageGPT), so they are not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad migration pattern, but VisualBert and TextNet are separate model implementations with different forward logic and no sign of a shared fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output capture, but MPNet and VisualBert are unrelated model code paths and could not plausibly be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct per-model refactors; the similarity is only in using the same output-capture infrastructure." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert have different forward implementations and architecture-specific output handling, so this is not a duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models and the changes affect different output/signature details, not one shared bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "445928a87883d551f1d0788a7422fbf527909f4931c1ade269c58ff13d70b759", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by theme only: each PR refactors output tracing for a different model or model pair. They are not the same underlying fix/change, so none of the soft edges should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as a representative PR, 44003 is the broadest concrete change because it adds the tracing/capture infrastructure and updates two related mamba files.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest cluster representative: it is more infrastructure-heavy than the others and touches a broader, closely related code path in both falcon_mamba and mamba.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model backends (timm_backbone vs upernet); same refactor pattern, but not the same code path or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and APIs; both only share a generic output-tracing cleanup theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model-specific refactors in unrelated subsystems." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba/falcon_mamba tracing infrastructure is distinct from timm_backbone output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and concrete implementations; not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated code paths despite similar refactoring style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "No shared underlying bug; one is image backbone tracing, the other segmentation model tracing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate model changes, not mergeable into one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Vision encoder-decoder output typing and MobileNetV1 tracing are different changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech encoder-decoder refactor is unrelated to MobileNetV1's model-specific output tracing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different models and code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "CLIP-like dual encoder vs UperNet segmentation tracing are unrelated concrete fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures; only the high-level output-tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and Depth Anything are separate model-specific refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet touch unrelated forward/output behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; no shared bug or shared patch target." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet audio model tracing is unrelated to Depth Anything vision tracing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation and RWKV sequence modeling are distinct code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No common concrete fix; one is segmentation output refactor, the other is mamba tracing infrastructure." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/falcon_mamba tracing is unrelated to SuperPoint's keypoint model output cleanup." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen output tracing and mamba output tracing are separate model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen fix different forward/output signatures and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and different concrete output handling changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated; not the same bug or feature." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate model families with different changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are unrelated concrete refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different model-specific forward/output changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; no single shared fix beyond the generic tracing refactor theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR change unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated and not plausibly one merged PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks; same theme but not same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are distinct model implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model families and separate output-tracing changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model-specific refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Audio encoder-decoder tracing vs RWKV tracing are different concrete changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and APIs; not the same underlying bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV touch unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint keypoint model vs DPR retrieval model are different changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "fef49f6b79a5f600d6e9f10861e40fd2be9b26a92bd6d41e14977847c8535eca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-integration PRs (PenguinVL vs. Voxtral TTS). They overlap in shared Transformers plumbing and docs, but they do not appear to fix or implement the same concrete change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the more targeted integration, with an explicit issue target and a narrowly scoped Voxtral TTS implementation; 44662 is an unrelated PenguinVL add.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with different code paths and artifacts. Shared auto-registration/docs files are expected for separate integrations, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "19bf84cebfa99eacc5e4ed2f6f16f23cc362bb55177ae66de33a8bc556b538c9", + "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 pull requests are related conceptually to fusion, but they implement different feature tracks: PR 44979 adds a generic Module Fusion API, while PR 45363 adds n-to-1 kernel fusion through KernelConfig and integration plumbing. They are not the same underlying change and should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete feature implementation, centered on KernelConfig and integration changes across multiple files, whereas PR 44979 is a separate generic module-fusion API proposal.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the stronger representative for this cluster because it is an end-to-end, user-facing kernel-fusion feature with explicit code-path changes and examples; PR 44979 is a separate foundational API effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scopes and code paths: 44979 introduces a generic module fusion API in a new module, while 45363 implements KernelConfig-based n-to-1 kernel fusion via integration/modeling changes. They are related infrastructure, not the same mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "7401fd35274323d9e948daa6b1b0f67fc4c7c53ca18719f520c3bed6d7e11c5d", + "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 target the same Mistral regex patch in the same file and fix the same AttributeError by switching to tokenizer.pre_tokenizer; 45317 is the more complete version because it includes tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it fixes the same code path as 45086 and also adds test coverage, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best representative of the cluster: same underlying bug fix as 45086, plus accompanying tests in the same area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in _patch_mistral_regex; same code change in the same file, and 45317 just adds tests around the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "acf3ff3000681eefca7372a70a448e3e42545ba3f3978cb0a2ca6095acc0bc66", + "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": "The two PRs are related to Nemotron H, but they address different scopes: one is a conversion-mapping/refactor patch, the other is a larger model-splitting and documentation update. They are not the same underlying change, so they should not be deduplicated.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete Nemotron H update, including the new dense/sparse model split, auto-mapping changes, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest overall candidate: it covers the main functional model restructuring rather than just auxiliary conversion mapping tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related Nemotron H work, but not the same concrete change: 45115 focuses on checkpoint conversion renames/inheritance refactor, while 45569 introduces the dense/sparse model split plus docs and test updates. They 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": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f5ce4230e9d5a7e10d9a4217988206c92635748e4c6db5c7f28a2130679a10e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6089, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6089, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related PRs for a new heterogeneous configuration/modeling feature, but they are not the same change: #45333 is configuration-only, while #45332 includes broader model/runtime integration work. I would not deduplicate them as exact duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the better canonical PR because it appears to be the superset implementation: it covers per-layer config plus the modeling/runtime integration, cache/masking support, and broader test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative of the work because it is the more complete end-to-end feature PR; #45333 looks like a narrower component focused on configuration only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same underlying change. #45333 only adds heterogeneous config support, while #45332 also changes modeling, masking/cache utilities, and broader integration points. They could be part of one feature branch, but they are not strict duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "b831a0ca26c0dd5e2c54b6856785fb6817b306e22623749f0d7d0c38062ffbe3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate typing-focused PRs with some overlap in shared files, but they target different scopes: one is a broad type-checking sweep across many Transformers modules, the other adds specific typing protocols/aliases and related fixes in modeling utilities. Not a duplicate pair.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the cleaner canonical representative: it has a focused typing purpose, introduces reusable protocol/alias definitions, and its changes hang together as one coherent typing fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best standalone PR in this cluster because it is more self-contained and clearly scoped, whereas PR #45415 is a wide multi-file typing pass rather than a single concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They overlap on typing-related files, but the actual changes are different in scope and intent: #45415 is a broad type-checking cleanup across many modules, while #45425 adds specific typing aliases/protocols and targeted adjustments. They do not look like the same underlying bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "af69674d10f599d9dbfce2935a94c8a7143548ab63b5213abce6cf68e91dcd92", + "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 are two different EP-related pull requests, but they target different loading bugs and distributed backends: one fixes EP + DeepSpeed ZeRO-3/accelerate launch serialization and config handling, while the other fixes EP + FSDP2 expert parameters being overwritten during rank-0 broadcast. Not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45548 is the better canonical representative for the cluster because it is the earlier, narrower fix centered on EP loading via accelerate/ZeRO-3 and config persistence, making it the cleaner anchor for that specific bug class.", + "best_issue_reason": null, + "best_pr_reason": "PR #45548 is the best single PR to represent the cluster if one must be chosen, because it is more self-contained and directly addresses one concrete loading-path issue without mixing in the separate FSDP2 overwrite problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but they fix different code paths and failure modes: #45548 handles EP + DeepSpeed ZeRO-3/accelerate launch loading, while #45662 fixes EP + FSDP2 expert parameters being clobbered by rank-0 broadcast. 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": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "f2faf7744223ea7af9ad259da5d3c2b73cc5286dc835ceef7680abb32f35439c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem, with PR 45645 extending the core fix in 45639 to CI artifact collection and log preservation. They are close enough to be merged as one change set around the same bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the xdist-safe output path change plus the workflow update needed to actually collect multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster because it addresses the full end-to-end failure mode, not just the library-side logging write path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the same code path, and 45645 is a plausible superset of 45639 rather than a separate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "648ec56e7f81e4fd3a25846fda641051db62d6fb84cdaa1d8df00bc01ad16e8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a broad experimental/CI-and-model tweak PR, the other is a test-migration PR. They do not appear to fix the same concrete code-path problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 45932 is a mixed CI/telemetry plus model-edit PR, while 46100 is a focused test-migration PR; they do not represent the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "46100 is the more self-contained PR to represent this cluster, but only as a loose representative; 45932 is broader and clearly experimental ('DO NOT MERGE').", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these PRs touch different concerns and code paths. 45932 mixes CI workflow secrets with model implementation/config changes, while 46100 adds kernel/test migration files. Shared testing context is not enough to treat them as the same fix or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "ac79e4c55a64551f2cdf398dd79f4cc0e3a5ccce851bbffc87fdf5dac5f89aff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in distributed/MoE files, but they are not the same change set: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared filenames alone are not enough to treat them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the better canonical PR if one must be chosen: it has a narrow, concrete scope (EP + Trainer integration) and a clear feature goal. #46269 is too broad and looks like an umbrella branch rather than the same specific fix/change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the strongest representative for the cluster because it is specific and self-contained, whereas #46269 spans many subsystems and is not a clean duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is at the subsystem level only. #46126 targets EP/Trainer integration and a specific router/tensor-parallel path, while #46269 is a broad distributed branch base with many unrelated file changes. They do not look like the same concrete bug or change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "899ca01a86215212aa31410f47495ed5a7ae0cbdaeef44ac02f328688197d83e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly workflow-maintenance PRs with superficial similarity only. There are three loose themes (CI comment handling, SSH runner hardening, and pr-ci-security-gate security tweaks), but the PRs do not duplicate the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central representative: it adds concrete security-gate checks in the reusable PR CI workflow, whereas the others are smaller, separate workflow adjustments.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone representative of the cluster because it makes the clearest functional change to workflow security behavior rather than only tweaking permissions, comments, or unrelated CI scripts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: PR comments stdin handling vs PR CI security gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Only broadly workflow-related; one changes comment piping, the other changes security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes: self-comment CI input handling vs a comment-only tweak in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different code paths and problems: comment stdin handling vs secrets handling in a reusable workflow call." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Similar shell style only; they fix different workflows and different commands." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but one hardens ssh-runner and the other changes benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated fixes; only generic CI-maintenance similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner security/env handling is unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Separate workflow hardening areas: ssh-runner pinning/env cleanup vs PR CI security checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different fixes in different workflows; not the same underlying bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files with different trigger/permission edits; not a duplicate change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow updates, but they touch different files and solve different issues." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated CI workflow tweaks; no shared concrete bug or mergeable common fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concerns: anti-slop permissions vs PR CI security checks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout change vs benchmark dispatch trigger change are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow maintenance changes in different files; not the same patch." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and distinct fixes; no shared concrete code-path problem." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support vs build-image message parsing are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behaviors: benchmark triggering versus PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow scripts, but the fixes are unrelated and not mergeable into one concrete change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-image commit-message handling is unrelated to PR CI security-gate permissions/approval logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different fixes: 46554 adds gating checks, 46558 changes permissions and conditional approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46554 adds enforcement logic; 46563 only adds comments/note text around the reusable workflow call." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security hardenings: one adds changed-file checks, the other removes inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating versus documentation comments; not the same underlying bug." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different concerns in the same workflow: explicit permissions vs secret inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same change as switching to empty secrets." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated content; only superficial workflow-chore similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and reusable-workflow comments address different problems." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different CI workflow areas and different fixes; no duplicate underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow security/hardening changes in different pipelines." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "27f91d20137a03f012bb60715888aac79ea1a929a178089b2f744ae72751711d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs harden path handling against directory traversal, but they fix different checkpoint-loading entry points and touch different code paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: PR #46281 protects sharded checkpoint index filenames in `utils/hub.py`, while PR #46890 validates `transformers_weights` resolution in `modeling_utils.py`; they address different loaders and different inputs.", + "best_issue_reason": null, + "best_pr_reason": "PR #46890 is the better representative of the cluster only in a broad security-triage sense because it has the clearer, self-contained validation change and explicit config-field focus; however, it is not a duplicate of PR #46281.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal fixes, but for different concrete code paths: one validates shard filenames from a sharded checkpoint index, the other validates `transformers_weights`/archive resolution. Different inputs, different loaders, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "4baffa75e7db5344c8ef5b3981c0c6489590200a73fc7f7a2b865ef935a6c41a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated fixes in the tokenizer stack: one changes CodeLlama decode behavior to preserve leading spaces, the other fixes AutoTokenizer class selection for certain DeepSeek checkpoints. They should not be deduplicated or merged as one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decoder assignment/space stripping on decode, while 46580 fixes checkpoint-prefix-based tokenizer class selection for DeepSeek models during auto-loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "6b11863996d96c11f7d804397cc0da763e6c0ace659952fae908cd9286665cbd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are distinct fixes. Two touch generation, but one is about prompt lookup decoding max_length budgeting and the other is about validation of empty lists in logits processors; the cache PR is unrelated. No soft pair looks like the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46994 is the clearest self-contained bug fix, with a precise validation change and direct error-message improvement; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46994 is the best representative of the set because it addresses a concrete input-validation defect with a narrow, well-scoped patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and bugs: cache layer-type validation vs prompt lookup decoding max_length behavior. No shared code path or mergeable combined fix." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but they fix unrelated problems: one corrects candidate length budgeting, the other rejects empty lists in logits processor validation. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-2", + "nodes": [ + "pull_request:47016", + "pull_request:47048" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048" + ], + "prepared_review_unit_hash": "928db2b2ecc91856772f21d3dfd869fd0535ba6f24cd9b82e83b26c4964327d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address Hungarian matcher failures caused by non-finite cost matrices, but they do so in different code paths: one is RT-DETR-specific, the other patches the shared object-detection matcher and Grounding DINO. They are related, but not duplicates under strict PR triage.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the better canonical PR because it fixes the broader, shared matcher path used by DETR and Grounding DINO and includes targeted test coverage. It is more general and central than the RT-DETR-only workaround.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the strongest representative of the underlying bug class: non-finite cost matrices causing `linear_sum_assignment` infeasibility in Hungarian matching. It addresses the problem in a reusable location rather than a model-specific implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Same symptom, but different concrete code paths and model families. 47016 patches RT-DETR's matcher; 47048 patches the generic object-detection matcher plus Grounding DINO. They are related, not the same PR-worthy change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "f361b9afea1e20b3c7c5708625f337331aba324d1805a2799f82565ee967310a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target xLSTM training crashes around `return_last_states=False`, but PR #47046 looks like the broader, more complete fix; I would not treat the pair as a duplicate with enough certainty because #47046 also mentions `use_cache` and likely covers an additional code path.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47046 is the better canonical candidate because it appears to consolidate the crash fix with broader handling and test coverage, while PR #47026 is a narrower patch only for `train_with_padding`/`return_last_states=False`.", + "best_issue_reason": null, + "best_pr_reason": "PR #47046 is the best overall PR to keep: it targets the same xLSTM training crash theme but seems more complete and includes tests, making it likelier to represent the final merged fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": false, + "reason": "Related, but not clearly the same concrete bug/change. #47026 fixes `train_with_padding` when `return_last_states=False`; #47046 also calls out `use_cache`, suggesting an additional or different crash path. Shared issue target and file alone are not enough for a duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-3", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045" + ], + "prepared_review_unit_hash": "b93202ddb629de6fcf2802ade44dd03320a218cd819b907467ede711efaff8c9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6932, + "estimated_input_tokens": 1733, + "estimated_eval_tokens": 3722 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6932, + "estimated_input_tokens": 1733, + "estimated_eval_tokens": 3722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a broad multimodal-pipeline level. The image-text-to-text stop-sequence fix and the direct-generation-kwargs refactor overlap in file scope, but they target different behaviors and are not the same change. The Voxtral audio-format PR is unrelated aside from being another multimodal input-validation fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the best representative because it makes the broader multimodal-generation plumbing change and also touches the shared image-text-to-text pipeline, so it subsumes the narrower pipeline-specific handling better than the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 47051 is the strongest cluster anchor: it addresses the underlying kwargs-routing behavior across multimodal generation pipelines, while 47032 is a narrow stop-sequence fix and 47045 is a separate Voxtral input-validation issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image-text-to-text, but 47032 fixes stop_sequence semantics while 47051 refactors generation-kwarg forwarding; they are different code paths and not plausibly one merged PR for the same bug." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different models and different failure modes: stop-sequence handling in an image-text pipeline vs. scalar audio-format validation in Voxtral. No shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/manifest.json b/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3b84d2c33f8cf3aea75f54a1ab3d0a40450c4a2a --- /dev/null +++ b/snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260704t060749z", + "artifacts": { + "hybrid": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-04T06:19:19Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260704T060749Z", + "variant": "hybrid" +} diff --git a/snapshots/20260704T060749Z/manifest.json b/snapshots/20260704T060749Z/manifest.json index 0b2c2bded93bf7a7e081e4de9abc03a1b193f910..6148aaf27711fa7206a71e59f27d1edbe62dc431 100644 --- a/snapshots/20260704T060749Z/manifest.json +++ b/snapshots/20260704T060749Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 0 }, "extracted_at": "2026-07-04T06:07:49Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260704t060749z", + "runs": { + "hybrid-model-20260704t060749z": { + "analysis_id": "hybrid-model-20260704t060749z", + "artifacts": { + "hybrid": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260704T060749Z/analysis-runs/hybrid-model-20260704t060749z/manifest.json", + "model": null, + "published_at": "2026-07-04T06:19:19Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260704T060749Z", "watermark": {